<div dir="ltr"><h2 id="gmail-m_4948380943067204317gmail-h.p_Cwq6Roz7UYCL" class="gmail-m_4948380943067204317gmail-zfr3Q gmail-m_4948380943067204317gmail-JYVBee" style="box-sizing:border-box;font-variant-ligatures:none;margin:0px;outline:none;color:rgb(34,110,147);font-size:25px;font-weight:400;text-decoration-line:inherit;font-family:Lato,sans-serif;line-height:1.4;padding-top:0px;white-space:pre-wrap">2nd KDD Workshop on Anomaly Detection in Finance</h2><h2 id="gmail-m_4948380943067204317gmail-h.p_Cwq6Roz7UYCL" class="gmail-m_4948380943067204317gmail-zfr3Q gmail-m_4948380943067204317gmail-JYVBee" style="box-sizing:border-box;font-variant-ligatures:none;margin:0px;outline:none;color:rgb(34,110,147);font-size:25px;font-weight:400;text-decoration-line:inherit;font-family:Lato,sans-serif;line-height:1.4;padding-top:0px;white-space:pre-wrap"><div class="gmail-m_4948380943067204317gmail-PwMt2d" style="box-sizing:border-box;display:inline-block;max-width:100%"><br></div></h2><h2 id="gmail-m_4948380943067204317gmail-h.p_Cwq6Roz7UYCL" class="gmail-m_4948380943067204317gmail-zfr3Q gmail-m_4948380943067204317gmail-JYVBee" style="box-sizing:border-box;font-variant-ligatures:none;margin:0px;outline:none;color:rgb(34,110,147);font-size:25px;font-weight:400;text-decoration-line:inherit;font-family:Lato,sans-serif;line-height:1.4;padding-top:0px;white-space:pre-wrap"><div class="gmail-m_4948380943067204317gmail-PwMt2d" style="box-sizing:border-box;display:inline-block;max-width:100%">Summary</div></h2><p id="gmail-m_4948380943067204317gmail-h.p_6Xg88CM_U7TO" class="gmail-m_4948380943067204317gmail-zfr3Q" style="box-sizing:border-box;font-variant-ligatures:none;margin:0px;outline:none;color:rgb(33,33,33);font-size:15px;text-decoration-line:inherit;font-family:Lato,sans-serif;line-height:1.6667;padding-top:12px;padding-bottom:0px;white-space:pre-wrap;direction:ltr">Detecting anomalies and novel events is vital to the financial industry. These events are often indicative of illegal activities such as credit card fraud, identity theft, network intrusion and money laundering. Left unchecked, these activities can cause poor customer experiences and billions of dollars in losses. In addition to these activities, a new threat is emerging in the form of fake news in financial media outlets that can lead to distortions in trading strategies and investment decisions. A number of new techniques are emerging to tackle these problems including semi-supervised learning methods, deep learning algorithms, network/graph based solutions as well as linguistic approaches. These methods must often be able to work in real-time and be able to handle large volumes of data. The purpose of this workshop is to bring together researchers and practitioners to discuss both the problems faced by the financial industry and potential solutions. </p><p id="gmail-m_4948380943067204317gmail-h.p_6Xg88CM_U7TO" class="gmail-m_4948380943067204317gmail-zfr3Q" style="box-sizing:border-box;font-variant-ligatures:none;margin:0px;outline:none;color:rgb(33,33,33);font-size:15px;text-decoration-line:inherit;font-family:Lato,sans-serif;line-height:1.6667;padding-top:12px;padding-bottom:0px;white-space:pre-wrap;direction:ltr"><br></p><h2 id="gmail-m_4948380943067204317gmail-h.p_Cwq6Roz7UYCL" class="gmail-m_4948380943067204317gmail-zfr3Q gmail-m_4948380943067204317gmail-JYVBee" style="box-sizing:border-box;font-variant-ligatures:none;margin:0px;outline:none;color:rgb(34,110,147);font-size:25px;font-weight:400;text-decoration-line:inherit;font-family:Lato,sans-serif;line-height:1.4;padding-top:0px;white-space:pre-wrap">Organizers:</h2><div><ul><li style="margin-left:15px"><font color="#212121" face="Lato, sans-serif"><span style="font-size:15px;font-variant-ligatures:none;white-space:pre-wrap">Leman Akoglu, Carnegie Mellon University</span></font></li><li style="margin-left:15px"><font color="#212121" face="Lato, sans-serif"><span style="font-size:15px;font-variant-ligatures:none;white-space:pre-wrap">Nitesh Chawla, University of Notre Dame</span></font></li><li style="margin-left:15px"><font color="#212121" face="Lato, sans-serif"><span style="font-size:15px;font-variant-ligatures:none;white-space:pre-wrap">Senthil Kumar, Capital One</span></font></li><li style="margin-left:15px"><font color="#212121" face="Lato, sans-serif"><span style="font-size:15px;font-variant-ligatures:none;white-space:pre-wrap">Prabhanjan (Anju) Kambadur, Bloomberg</span></font></li><li style="margin-left:15px"><font color="#212121" face="Lato, sans-serif"><span style="font-size:15px;font-variant-ligatures:none;white-space:pre-wrap">Tanveer Faruquie, Capital One</span></font></li><li style="margin-left:15px"><font color="#212121" face="Lato, sans-serif"><span style="font-size:15px;font-variant-ligatures:none;white-space:pre-wrap">Saurabh Negracha, Capital One</span></font></li></ul></div><div><br></div><div><br></div><div><h2 id="gmail-m_4948380943067204317gmail-h.p_54vPOYqbxIMM" class="gmail-m_4948380943067204317gmail-zfr3Q gmail-m_4948380943067204317gmail-JYVBee" style="box-sizing:border-box;font-variant-ligatures:none;margin:0px;outline:none;color:rgb(34,110,147);font-size:25px;font-weight:400;text-decoration-line:inherit;font-family:Lato,sans-serif;line-height:1.4;padding-top:0px;white-space:pre-wrap"><div class="gmail-m_4948380943067204317gmail-PwMt2d" style="box-sizing:border-box;display:inline-block;max-width:100%">Call for Papers</div></h2><p id="gmail-m_4948380943067204317gmail-h.p_kTfeJyhHxIMO" class="gmail-m_4948380943067204317gmail-zfr3Q" style="box-sizing:border-box;font-variant-ligatures:none;margin:0px;outline:none;color:rgb(33,33,33);font-size:15px;text-decoration-line:inherit;font-family:Lato,sans-serif;line-height:1.6667;padding-top:12px;white-space:pre-wrap">We invite papers on anomaly and novelty detection with applications for the financial industry. Topics of interest include, but are not limited to, the following:</p><h3 id="gmail-m_4948380943067204317gmail-h.p_Z85HVqqZhkjS" class="gmail-m_4948380943067204317gmail-zfr3Q gmail-m_4948380943067204317gmail-OmQG5e" style="box-sizing:border-box;font-variant-ligatures:none;margin:0px;outline:none;color:rgb(33,33,33);font-size:20px;font-weight:400;text-decoration-line:inherit;font-family:Lato,sans-serif;line-height:1.25;padding-top:16px;white-space:pre-wrap"><div class="gmail-m_4948380943067204317gmail-PwMt2d" style="box-sizing:border-box;display:inline-block;max-width:100%"><div class="gmail-m_4948380943067204317gmail-a4qjWd gmail-m_4948380943067204317gmail-EKJj3b" style="box-sizing:border-box;padding-right:9px"><div class="gmail-m_4948380943067204317gmail-U26fgb gmail-m_4948380943067204317gmail-mUbCce gmail-m_4948380943067204317gmail-fKz7Od gmail-m_4948380943067204317gmail-LRAOtb gmail-m_4948380943067204317gmail-JrP5Kb" style="box-sizing:border-box;border:0px;border-radius:50%;display:inline-block;height:28px;outline:none;overflow:hidden;text-align:center;width:28px;color:rgba(0,0,0,0.54);font-size:0px;opacity:0;vertical-align:middle"><a class="gmail-m_4948380943067204317gmail-FKF6mc gmail-m_4948380943067204317gmail-TpQm9d" href="https://sites.google.com/view/kdd-adf-2019/home#h.p_Z85HVqqZhkjS" target="_blank" style="box-sizing:border-box;display:block;outline:none;text-decoration-line:none;height:28px;width:28px"><div class="gmail-m_4948380943067204317gmail-VTBa7b gmail-m_4948380943067204317gmail-MbhUzd" style="box-sizing:border-box;background-size:cover;opacity:0;background-image:radial-gradient(circle farthest-side,rgba(0,0,0,0.12),rgba(0,0,0,0.12) 80%,rgba(0,0,0,0) 100%)"></div><span class="gmail-m_4948380943067204317gmail-xjKiLb" style="box-sizing:border-box"><span class="gmail-m_4948380943067204317gmail-Ce1Y1c" style="box-sizing:border-box;display:inline-block"></span></span></a></div></div>Business problems: </div></h3><p id="gmail-m_4948380943067204317gmail-h.p_5W83ohQrtuCC" class="gmail-m_4948380943067204317gmail-zfr3Q gmail-m_4948380943067204317gmail-QcmuFb" style="box-sizing:border-box;font-variant-ligatures:none;margin:0px;outline:none;color:rgb(33,33,33);font-size:15px;text-decoration-line:inherit;font-family:Lato,sans-serif;line-height:1.6667;padding-top:12px;padding-left:20px;white-space:pre-wrap">●  <strong style="box-sizing:border-box">Financial Crimes:</strong> </p><ul class="gmail-m_4948380943067204317gmail-n8H08c gmail-m_4948380943067204317gmail-UVNKR" style="list-style-type:square;box-sizing:border-box;margin:0px;padding-left:20px;padding-top:8px;color:rgb(0,0,0);font-family:sans-serif;font-size:16px;white-space:pre-wrap"><ul class="gmail-m_4948380943067204317gmail-n8H08c gmail-m_4948380943067204317gmail-UVNKR" style="list-style-type:square;box-sizing:border-box;margin:0px;padding-left:20px;padding-top:0px;padding-bottom:0px"><ul class="gmail-m_4948380943067204317gmail-n8H08c gmail-m_4948380943067204317gmail-UVNKR" style="box-sizing:border-box;margin:0px;padding-left:20px;padding-top:0px;padding-bottom:0px"><li id="gmail-m_4948380943067204317gmail-h.p_6Y4LCCcWhuNQ" class="gmail-m_4948380943067204317gmail-zfr3Q gmail-m_4948380943067204317gmail-TYR86d" style="margin:0px 0px 6px;box-sizing:border-box;font-variant-ligatures:none;outline:none;color:rgb(33,33,33);font-size:15px;font-style:inherit;text-decoration:inherit;font-family:Lato,sans-serif;line-height:1.6667;padding-top:0px">Anti-money laundering </li><li id="gmail-m_4948380943067204317gmail-h.p_sFUpdrl_hlPS" class="gmail-m_4948380943067204317gmail-zfr3Q gmail-m_4948380943067204317gmail-TYR86d" style="margin:6px 0px;box-sizing:border-box;font-variant-ligatures:none;outline:none;color:rgb(33,33,33);font-size:15px;font-style:inherit;text-decoration:inherit;font-family:Lato,sans-serif;line-height:1.6667;padding-top:0px">Fraudulent transactions </li><li id="gmail-m_4948380943067204317gmail-h.p_BW-GkyLdhlPT" class="gmail-m_4948380943067204317gmail-zfr3Q gmail-m_4948380943067204317gmail-TYR86d" style="margin:6px 0px;box-sizing:border-box;font-variant-ligatures:none;outline:none;color:rgb(33,33,33);font-size:15px;font-style:inherit;text-decoration:inherit;font-family:Lato,sans-serif;line-height:1.6667;padding-top:0px">Identity theft and fake account registration </li><li id="gmail-m_4948380943067204317gmail-h.p_ip_-ZhEVhlPT" class="gmail-m_4948380943067204317gmail-zfr3Q gmail-m_4948380943067204317gmail-TYR86d" style="margin:6px 0px;box-sizing:border-box;font-variant-ligatures:none;outline:none;color:rgb(33,33,33);font-size:15px;font-style:inherit;text-decoration:inherit;font-family:Lato,sans-serif;line-height:1.6667;padding-top:0px">Promotion credit abuse </li><li id="gmail-m_4948380943067204317gmail-h.p_HbUzdVUEhlPT" class="gmail-m_4948380943067204317gmail-zfr3Q gmail-m_4948380943067204317gmail-TYR86d" style="margin:6px 0px;box-sizing:border-box;font-variant-ligatures:none;outline:none;color:rgb(33,33,33);font-size:15px;font-style:inherit;text-decoration:inherit;font-family:Lato,sans-serif;line-height:1.6667;padding-top:0px">Account takeover </li><li id="gmail-m_4948380943067204317gmail-h.p_CEUAcujLhlPU" class="gmail-m_4948380943067204317gmail-zfr3Q gmail-m_4948380943067204317gmail-TYR86d" style="margin:6px 0px 0px;box-sizing:border-box;font-variant-ligatures:none;outline:none;color:rgb(33,33,33);font-size:15px;font-style:inherit;text-decoration:inherit;font-family:Lato,sans-serif;line-height:1.6667;padding-top:0px;padding-bottom:0px">Insurance fraud </li></ul></ul></ul><p id="gmail-m_4948380943067204317gmail-h.p_WlLGp4xftz38" class="gmail-m_4948380943067204317gmail-zfr3Q gmail-m_4948380943067204317gmail-QcmuFb" style="box-sizing:border-box;font-variant-ligatures:none;margin:0px;outline:none;color:rgb(33,33,33);font-size:15px;text-decoration-line:inherit;font-family:Lato,sans-serif;line-height:1.6667;padding-top:12px;padding-left:20px;white-space:pre-wrap">●  <strong style="box-sizing:border-box">Risk Modeling</strong></p><ul class="gmail-m_4948380943067204317gmail-n8H08c gmail-m_4948380943067204317gmail-UVNKR" style="list-style-type:square;box-sizing:border-box;margin:0px;padding-left:20px;padding-top:8px;color:rgb(0,0,0);font-family:sans-serif;font-size:16px;white-space:pre-wrap"><ul class="gmail-m_4948380943067204317gmail-n8H08c gmail-m_4948380943067204317gmail-UVNKR" style="list-style-type:square;box-sizing:border-box;margin:0px;padding-left:20px;padding-top:0px;padding-bottom:0px"><ul class="gmail-m_4948380943067204317gmail-n8H08c gmail-m_4948380943067204317gmail-UVNKR" style="box-sizing:border-box;margin:0px;padding-left:20px;padding-top:0px;padding-bottom:0px"><li id="gmail-m_4948380943067204317gmail-h.p_E19x9BDXtMWn" class="gmail-m_4948380943067204317gmail-zfr3Q gmail-m_4948380943067204317gmail-TYR86d" style="margin:0px 0px 6px;box-sizing:border-box;font-variant-ligatures:none;outline:none;color:rgb(33,33,33);font-size:15px;font-style:inherit;text-decoration:inherit;font-family:Lato,sans-serif;line-height:1.6667;padding-top:0px">Enhanced risk modeling</li><li id="gmail-m_4948380943067204317gmail-h.p_JtOuh6ZYhlPV" class="gmail-m_4948380943067204317gmail-zfr3Q gmail-m_4948380943067204317gmail-TYR86d" style="margin:6px 0px;box-sizing:border-box;font-variant-ligatures:none;outline:none;color:rgb(33,33,33);font-size:15px;font-style:inherit;text-decoration:inherit;font-family:Lato,sans-serif;line-height:1.6667;padding-top:0px">Regulation-aware feature engineering </li><li id="gmail-m_4948380943067204317gmail-h.p_MpRQdghDhlPW" class="gmail-m_4948380943067204317gmail-zfr3Q gmail-m_4948380943067204317gmail-TYR86d" style="margin:6px 0px 0px;box-sizing:border-box;font-variant-ligatures:none;outline:none;color:rgb(33,33,33);font-size:15px;font-style:inherit;text-decoration:inherit;font-family:Lato,sans-serif;line-height:1.6667;padding-top:0px;padding-bottom:0px">Monitoring </li></ul></ul></ul><p id="gmail-m_4948380943067204317gmail-h.p_EPo5teYnuFD7" class="gmail-m_4948380943067204317gmail-zfr3Q gmail-m_4948380943067204317gmail-QcmuFb" style="box-sizing:border-box;font-variant-ligatures:none;margin:0px;outline:none;color:rgb(33,33,33);font-size:15px;text-decoration-line:inherit;font-family:Lato,sans-serif;line-height:1.6667;padding-top:12px;padding-left:20px;white-space:pre-wrap">●  <strong style="box-sizing:border-box">Other applications</strong></p><ul class="gmail-m_4948380943067204317gmail-n8H08c gmail-m_4948380943067204317gmail-UVNKR" style="list-style-type:square;box-sizing:border-box;margin:0px;padding-left:20px;padding-top:8px;color:rgb(0,0,0);font-family:sans-serif;font-size:16px;white-space:pre-wrap"><ul class="gmail-m_4948380943067204317gmail-n8H08c gmail-m_4948380943067204317gmail-UVNKR" style="list-style-type:square;box-sizing:border-box;margin:0px;padding-left:20px;padding-top:0px;padding-bottom:0px"><ul class="gmail-m_4948380943067204317gmail-n8H08c gmail-m_4948380943067204317gmail-UVNKR" style="box-sizing:border-box;margin:0px;padding-left:20px;padding-top:0px;padding-bottom:0px"><li id="gmail-m_4948380943067204317gmail-h.p_69gtDpjCuDgb" class="gmail-m_4948380943067204317gmail-zfr3Q gmail-m_4948380943067204317gmail-TYR86d" style="margin:0px 0px 6px;box-sizing:border-box;font-variant-ligatures:none;outline:none;color:rgb(33,33,33);font-size:15px;font-style:inherit;text-decoration:inherit;font-family:Lato,sans-serif;line-height:1.6667;padding-top:0px">Fake news </li><li id="gmail-m_4948380943067204317gmail-h.p_r0RmfSrQhlPW" class="gmail-m_4948380943067204317gmail-zfr3Q gmail-m_4948380943067204317gmail-TYR86d" style="margin:6px 0px;box-sizing:border-box;font-variant-ligatures:none;outline:none;color:rgb(33,33,33);font-size:15px;font-style:inherit;text-decoration:inherit;font-family:Lato,sans-serif;line-height:1.6667;padding-top:0px">Social media mining </li><li id="gmail-m_4948380943067204317gmail-h.p_qADSuZZlhlPX" class="gmail-m_4948380943067204317gmail-zfr3Q gmail-m_4948380943067204317gmail-TYR86d" style="margin:6px 0px;box-sizing:border-box;font-variant-ligatures:none;outline:none;color:rgb(33,33,33);font-size:15px;font-style:inherit;text-decoration:inherit;font-family:Lato,sans-serif;line-height:1.6667;padding-top:0px">Early detection of emerging phenomena </li><li id="gmail-m_4948380943067204317gmail-h.p_09Mi3aXd6Pvm" class="gmail-m_4948380943067204317gmail-zfr3Q gmail-m_4948380943067204317gmail-TYR86d" style="margin:6px 0px 0px;box-sizing:border-box;font-variant-ligatures:none;outline:none;color:rgb(33,33,33);font-size:15px;font-style:inherit;text-decoration:inherit;font-family:Lato,sans-serif;line-height:1.6667;padding-top:0px;padding-bottom:0px">Manipulation in cryptocurrency markets</li></ul></ul></ul><h3 id="gmail-m_4948380943067204317gmail-h.p_J0dt5ziYAVTA" class="gmail-m_4948380943067204317gmail-zfr3Q gmail-m_4948380943067204317gmail-OmQG5e" style="box-sizing:border-box;font-variant-ligatures:none;margin:0px;outline:none;color:rgb(33,33,33);font-size:20px;font-weight:400;text-decoration-line:inherit;font-family:Lato,sans-serif;line-height:1.25;padding-top:16px;white-space:pre-wrap"><div class="gmail-m_4948380943067204317gmail-PwMt2d" style="box-sizing:border-box;display:inline-block;max-width:100%"><div class="gmail-m_4948380943067204317gmail-a4qjWd gmail-m_4948380943067204317gmail-EKJj3b" style="box-sizing:border-box;padding-right:9px"><div class="gmail-m_4948380943067204317gmail-U26fgb gmail-m_4948380943067204317gmail-mUbCce gmail-m_4948380943067204317gmail-fKz7Od gmail-m_4948380943067204317gmail-LRAOtb gmail-m_4948380943067204317gmail-JrP5Kb" style="box-sizing:border-box;border:0px;border-radius:50%;display:inline-block;height:28px;outline:none;overflow:hidden;text-align:center;width:28px;color:rgba(0,0,0,0.54);font-size:0px;opacity:0;vertical-align:middle"><a class="gmail-m_4948380943067204317gmail-FKF6mc gmail-m_4948380943067204317gmail-TpQm9d" href="https://sites.google.com/view/kdd-adf-2019/home#h.p_J0dt5ziYAVTA" target="_blank" style="box-sizing:border-box;display:block;outline:none;text-decoration-line:none;height:28px;width:28px"><div class="gmail-m_4948380943067204317gmail-VTBa7b gmail-m_4948380943067204317gmail-MbhUzd" style="box-sizing:border-box;background-size:cover;opacity:0;background-image:radial-gradient(circle farthest-side,rgba(0,0,0,0.12),rgba(0,0,0,0.12) 80%,rgba(0,0,0,0) 100%)"></div><span class="gmail-m_4948380943067204317gmail-xjKiLb" style="box-sizing:border-box"><span class="gmail-m_4948380943067204317gmail-Ce1Y1c" style="box-sizing:border-box;display:inline-block"></span></span></a></div></div>Technical problems: </div></h3><p id="gmail-m_4948380943067204317gmail-h.p_KNvaJNhdiLXM" class="gmail-m_4948380943067204317gmail-zfr3Q gmail-m_4948380943067204317gmail-QcmuFb" style="box-sizing:border-box;font-variant-ligatures:none;margin:0px;outline:none;color:rgb(33,33,33);font-size:15px;text-decoration-line:inherit;font-family:Lato,sans-serif;line-height:1.6667;padding-top:12px;padding-left:20px;white-space:pre-wrap">●  <strong style="box-sizing:border-box">Semi-supervised anomaly detection (aka Novelty Detection): </strong></p><ul class="gmail-m_4948380943067204317gmail-n8H08c gmail-m_4948380943067204317gmail-UVNKR" style="list-style-type:square;box-sizing:border-box;margin:0px;padding-left:20px;padding-top:8px;color:rgb(0,0,0);font-family:sans-serif;font-size:16px;white-space:pre-wrap"><ul class="gmail-m_4948380943067204317gmail-n8H08c gmail-m_4948380943067204317gmail-UVNKR" style="list-style-type:square;box-sizing:border-box;margin:0px;padding-left:20px;padding-top:0px;padding-bottom:0px"><ul class="gmail-m_4948380943067204317gmail-n8H08c gmail-m_4948380943067204317gmail-UVNKR" style="box-sizing:border-box;margin:0px;padding-left:20px;padding-top:0px;padding-bottom:0px"><li id="gmail-m_4948380943067204317gmail-h.p_S1DPJ2x0iLXN" class="gmail-m_4948380943067204317gmail-zfr3Q gmail-m_4948380943067204317gmail-TYR86d" style="margin:0px 0px 6px;box-sizing:border-box;font-variant-ligatures:none;outline:none;color:rgb(33,33,33);font-size:15px;font-style:inherit;text-decoration:inherit;font-family:Lato,sans-serif;line-height:1.6667;padding-top:0px"> Data available for training does not contain any anomalies and represents expected operation of the system. </li><li id="gmail-m_4948380943067204317gmail-h.p_P0vd2K-Uih2q" class="gmail-m_4948380943067204317gmail-zfr3Q gmail-m_4948380943067204317gmail-TYR86d" style="margin:6px 0px 0px;box-sizing:border-box;font-variant-ligatures:none;outline:none;color:rgb(33,33,33);font-size:15px;font-style:inherit;text-decoration:inherit;font-family:Lato,sans-serif;line-height:1.6667;padding-top:0px;padding-bottom:0px">The algorithm classifies everything that does not fit in description of the previously seen data as a “novelty”. </li></ul></ul></ul><p id="gmail-m_4948380943067204317gmail-h.p_8j39k1i6iLXN" class="gmail-m_4948380943067204317gmail-zfr3Q gmail-m_4948380943067204317gmail-QcmuFb" style="box-sizing:border-box;font-variant-ligatures:none;margin:0px;outline:none;color:rgb(33,33,33);font-size:15px;text-decoration-line:inherit;font-family:Lato,sans-serif;line-height:1.6667;padding-top:12px;padding-left:20px;white-space:pre-wrap">●  <strong style="box-sizing:border-box">Unsupervised anomaly detection (aka Outlier Detection): </strong></p><ul class="gmail-m_4948380943067204317gmail-n8H08c gmail-m_4948380943067204317gmail-UVNKR" style="list-style-type:square;box-sizing:border-box;margin:0px;padding-left:20px;padding-top:8px;color:rgb(0,0,0);font-family:sans-serif;font-size:16px;white-space:pre-wrap"><ul class="gmail-m_4948380943067204317gmail-n8H08c gmail-m_4948380943067204317gmail-UVNKR" style="list-style-type:square;box-sizing:border-box;margin:0px;padding-left:20px;padding-top:0px;padding-bottom:0px"><ul class="gmail-m_4948380943067204317gmail-n8H08c gmail-m_4948380943067204317gmail-UVNKR" style="box-sizing:border-box;margin:0px;padding-left:20px;padding-top:0px;padding-bottom:0px"><li id="gmail-m_4948380943067204317gmail-h.p_PF_nm0JeiLXO" class="gmail-m_4948380943067204317gmail-zfr3Q gmail-m_4948380943067204317gmail-TYR86d" style="margin:0px 0px 6px;box-sizing:border-box;font-variant-ligatures:none;outline:none;color:rgb(33,33,33);font-size:15px;font-style:inherit;text-decoration:inherit;font-family:Lato,sans-serif;line-height:1.6667;padding-top:0px">Data available for training may contain anomalies, which are assumed to be rare. </li><li id="gmail-m_4948380943067204317gmail-h.p_0qp0Nl9oinxG" class="gmail-m_4948380943067204317gmail-zfr3Q gmail-m_4948380943067204317gmail-TYR86d" style="margin:6px 0px 0px;box-sizing:border-box;font-variant-ligatures:none;outline:none;color:rgb(33,33,33);font-size:15px;font-style:inherit;text-decoration:inherit;font-family:Lato,sans-serif;line-height:1.6667;padding-top:0px;padding-bottom:0px">Anomalies detected by the algorithm are considered to be “outliers” relative to the majority of available data. </li></ul></ul></ul><p id="gmail-m_4948380943067204317gmail-h.p_3DZMNgTFiLXP" class="gmail-m_4948380943067204317gmail-zfr3Q gmail-m_4948380943067204317gmail-QcmuFb" style="box-sizing:border-box;font-variant-ligatures:none;margin:0px;outline:none;color:rgb(33,33,33);font-size:15px;text-decoration-line:inherit;font-family:Lato,sans-serif;line-height:1.6667;padding-top:12px;padding-left:20px;white-space:pre-wrap">●  <strong style="box-sizing:border-box">Explainable models for anomaly detection</strong> </p><ul class="gmail-m_4948380943067204317gmail-n8H08c gmail-m_4948380943067204317gmail-UVNKR" style="list-style-type:square;box-sizing:border-box;margin:0px;padding-left:20px;padding-top:8px;color:rgb(0,0,0);font-family:sans-serif;font-size:16px;white-space:pre-wrap"><ul class="gmail-m_4948380943067204317gmail-n8H08c gmail-m_4948380943067204317gmail-UVNKR" style="list-style-type:square;box-sizing:border-box;margin:0px;padding-left:20px;padding-top:0px;padding-bottom:0px"><ul class="gmail-m_4948380943067204317gmail-n8H08c gmail-m_4948380943067204317gmail-UVNKR" style="box-sizing:border-box;margin:0px;padding-left:20px;padding-top:0px;padding-bottom:0px"><li id="gmail-m_4948380943067204317gmail-h.p_02EY1bw4iLXP" class="gmail-m_4948380943067204317gmail-zfr3Q gmail-m_4948380943067204317gmail-TYR86d" style="margin:0px 0px 6px;box-sizing:border-box;font-variant-ligatures:none;outline:none;color:rgb(33,33,33);font-size:15px;font-style:inherit;text-decoration:inherit;font-family:Lato,sans-serif;line-height:1.6667;padding-top:0px">Models that can explain their decisions in interpretable ways </li><li id="gmail-m_4948380943067204317gmail-h.p_IRBbrS0-i44a" class="gmail-m_4948380943067204317gmail-zfr3Q gmail-m_4948380943067204317gmail-TYR86d" style="margin:6px 0px 0px;box-sizing:border-box;font-variant-ligatures:none;outline:none;color:rgb(33,33,33);font-size:15px;font-style:inherit;text-decoration:inherit;font-family:Lato,sans-serif;line-height:1.6667;padding-top:0px;padding-bottom:0px">Post-hoc methods that can be used to explain outputs of other detection  algorithms </li></ul></ul></ul><p id="gmail-m_4948380943067204317gmail-h.p_Ph3sEmtAiLXQ" class="gmail-m_4948380943067204317gmail-zfr3Q gmail-m_4948380943067204317gmail-QcmuFb" style="box-sizing:border-box;font-variant-ligatures:none;margin:0px;outline:none;color:rgb(33,33,33);font-size:15px;text-decoration-line:inherit;font-family:Lato,sans-serif;line-height:1.6667;padding-top:12px;padding-left:20px;white-space:pre-wrap">●  <strong style="box-sizing:border-box">Human-in-the-loop anomaly detection </strong></p><ul class="gmail-m_4948380943067204317gmail-n8H08c gmail-m_4948380943067204317gmail-UVNKR" style="list-style-type:square;box-sizing:border-box;margin:0px;padding-left:20px;padding-top:8px;color:rgb(0,0,0);font-family:sans-serif;font-size:16px;white-space:pre-wrap"><ul class="gmail-m_4948380943067204317gmail-n8H08c gmail-m_4948380943067204317gmail-UVNKR" style="list-style-type:square;box-sizing:border-box;margin:0px;padding-left:20px;padding-top:0px;padding-bottom:0px"><ul class="gmail-m_4948380943067204317gmail-n8H08c gmail-m_4948380943067204317gmail-UVNKR" style="box-sizing:border-box;margin:0px;padding-left:20px;padding-top:0px;padding-bottom:0px"><li id="gmail-m_4948380943067204317gmail-h.p_DxAOAy_yjIQT" class="gmail-m_4948380943067204317gmail-zfr3Q gmail-m_4948380943067204317gmail-TYR86d" style="margin:0px 0px 6px;box-sizing:border-box;font-variant-ligatures:none;outline:none;color:rgb(33,33,33);font-size:15px;font-style:inherit;text-decoration:inherit;font-family:Lato,sans-serif;line-height:1.6667;padding-top:0px">Interactive ranking techniques </li><li id="gmail-m_4948380943067204317gmail-h.p_tCj2jPENjKjE" class="gmail-m_4948380943067204317gmail-zfr3Q gmail-m_4948380943067204317gmail-TYR86d" style="margin:6px 0px;box-sizing:border-box;font-variant-ligatures:none;outline:none;color:rgb(33,33,33);font-size:15px;font-style:inherit;text-decoration:inherit;font-family:Lato,sans-serif;line-height:1.6667;padding-top:0px">Methods that can handle exploration-exploitation trade-off </li><li id="gmail-m_4948380943067204317gmail-h.p_UsAAVFWVjNID" class="gmail-m_4948380943067204317gmail-zfr3Q gmail-m_4948380943067204317gmail-TYR86d" style="margin:6px 0px 0px;box-sizing:border-box;font-variant-ligatures:none;outline:none;color:rgb(33,33,33);font-size:15px;font-style:inherit;text-decoration:inherit;font-family:Lato,sans-serif;line-height:1.6667;padding-top:0px;padding-bottom:0px">Novel human feedback gathering strategies beyond labeling </li></ul></ul></ul><p id="gmail-m_4948380943067204317gmail-h.p_IncyINZxiLXR" class="gmail-m_4948380943067204317gmail-zfr3Q gmail-m_4948380943067204317gmail-QcmuFb" style="box-sizing:border-box;font-variant-ligatures:none;margin:0px;outline:none;color:rgb(33,33,33);font-size:15px;text-decoration-line:inherit;font-family:Lato,sans-serif;line-height:1.6667;padding-top:12px;padding-left:20px;white-space:pre-wrap">●  <strong style="box-sizing:border-box">Adversarially-robust detection</strong> </p><ul class="gmail-m_4948380943067204317gmail-n8H08c gmail-m_4948380943067204317gmail-UVNKR" style="list-style-type:square;box-sizing:border-box;margin:0px;padding-left:20px;padding-top:8px;color:rgb(0,0,0);font-family:sans-serif;font-size:16px;white-space:pre-wrap"><ul class="gmail-m_4948380943067204317gmail-n8H08c gmail-m_4948380943067204317gmail-UVNKR" style="list-style-type:square;box-sizing:border-box;margin:0px;padding-left:20px;padding-top:0px;padding-bottom:0px"><ul class="gmail-m_4948380943067204317gmail-n8H08c gmail-m_4948380943067204317gmail-UVNKR" style="box-sizing:border-box;margin:0px;padding-left:20px;padding-top:0px;padding-bottom:0px"><li id="gmail-m_4948380943067204317gmail-h.p_WgZBi7c8iLXS" class="gmail-m_4948380943067204317gmail-zfr3Q gmail-m_4948380943067204317gmail-TYR86d" style="margin:0px 0px 6px;box-sizing:border-box;font-variant-ligatures:none;outline:none;color:rgb(33,33,33);font-size:15px;font-style:inherit;text-decoration:inherit;font-family:Lato,sans-serif;line-height:1.6667;padding-top:0px">Methods that are provably robust to evasion and camouflage </li><li id="gmail-m_4948380943067204317gmail-h.p_OEZ3B6bkjWPs" class="gmail-m_4948380943067204317gmail-zfr3Q gmail-m_4948380943067204317gmail-TYR86d" style="margin:6px 0px;box-sizing:border-box;font-variant-ligatures:none;outline:none;color:rgb(33,33,33);font-size:15px;font-style:inherit;text-decoration:inherit;font-family:Lato,sans-serif;line-height:1.6667;padding-top:0px">Evasion-cost aware fraud and intrusion detection </li><li id="gmail-m_4948380943067204317gmail-h.p_dxXS9h8YjXYZ" class="gmail-m_4948380943067204317gmail-zfr3Q gmail-m_4948380943067204317gmail-TYR86d" style="margin:6px 0px 0px;box-sizing:border-box;font-variant-ligatures:none;outline:none;color:rgb(33,33,33);font-size:15px;font-style:inherit;text-decoration:inherit;font-family:Lato,sans-serif;line-height:1.6667;padding-top:0px;padding-bottom:0px">Analysis of evasion schemes and camouflage mechanisms </li></ul></ul></ul><p id="gmail-m_4948380943067204317gmail-h.p_plMI1eGUh9o1" class="gmail-m_4948380943067204317gmail-zfr3Q" style="box-sizing:border-box;font-variant-ligatures:none;margin:0px;outline:none;color:rgb(33,33,33);font-size:15px;text-decoration-line:inherit;font-family:Lato,sans-serif;line-height:1.6667;padding-top:12px;white-space:pre-wrap"><br style="box-sizing:border-box"></p><h3 id="gmail-m_4948380943067204317gmail-h.p_6c2U76vAxNH6" class="gmail-m_4948380943067204317gmail-zfr3Q gmail-m_4948380943067204317gmail-OmQG5e" style="box-sizing:border-box;font-variant-ligatures:none;margin:0px;outline:none;color:rgb(33,33,33);font-size:20px;font-weight:400;text-decoration-line:inherit;font-family:Lato,sans-serif;line-height:1.25;padding-top:16px;white-space:pre-wrap"><div class="gmail-m_4948380943067204317gmail-PwMt2d" style="box-sizing:border-box;display:inline-block;max-width:100%"><div class="gmail-m_4948380943067204317gmail-a4qjWd gmail-m_4948380943067204317gmail-EKJj3b" style="box-sizing:border-box;padding-right:9px"><div class="gmail-m_4948380943067204317gmail-U26fgb gmail-m_4948380943067204317gmail-mUbCce gmail-m_4948380943067204317gmail-fKz7Od gmail-m_4948380943067204317gmail-LRAOtb gmail-m_4948380943067204317gmail-JrP5Kb" style="box-sizing:border-box;border:0px;border-radius:50%;display:inline-block;height:28px;outline:none;overflow:hidden;text-align:center;width:28px;color:rgba(0,0,0,0.54);font-size:0px;opacity:0;vertical-align:middle"><a class="gmail-m_4948380943067204317gmail-FKF6mc gmail-m_4948380943067204317gmail-TpQm9d" href="https://sites.google.com/view/kdd-adf-2019/home#h.p_6c2U76vAxNH6" target="_blank" style="box-sizing:border-box;display:block;outline:none;text-decoration-line:none;height:28px;width:28px"><div class="gmail-m_4948380943067204317gmail-VTBa7b gmail-m_4948380943067204317gmail-MbhUzd" style="box-sizing:border-box;background-size:cover;opacity:0;background-image:radial-gradient(circle farthest-side,rgba(0,0,0,0.12),rgba(0,0,0,0.12) 80%,rgba(0,0,0,0) 100%)"></div><span class="gmail-m_4948380943067204317gmail-xjKiLb" style="box-sizing:border-box"><span class="gmail-m_4948380943067204317gmail-Ce1Y1c" style="box-sizing:border-box;display:inline-block"></span></span></a></div></div>We also invite tutorials and introductory papers to bridge the gap between academia and the financial industry:</div></h3><p id="gmail-m_4948380943067204317gmail-h.p_tIQ06_GRxNIF" class="gmail-m_4948380943067204317gmail-zfr3Q" style="box-sizing:border-box;font-variant-ligatures:none;margin:0px;outline:none;color:rgb(33,33,33);font-size:15px;text-decoration-line:inherit;font-family:Lato,sans-serif;line-height:1.6667;padding-top:12px;white-space:pre-wrap"><strong style="box-sizing:border-box">Overview of Industry Challenges</strong></p><ul class="gmail-m_4948380943067204317gmail-n8H08c gmail-m_4948380943067204317gmail-UVNKR" style="list-style-type:square;box-sizing:border-box;margin:0px;padding-left:20px;padding-top:8px;color:rgb(0,0,0);font-family:sans-serif;font-size:16px;white-space:pre-wrap"><li id="gmail-m_4948380943067204317gmail-h.p_RCihu28IxlzZ" class="gmail-m_4948380943067204317gmail-zfr3Q gmail-m_4948380943067204317gmail-TYR86d" style="margin:0px;box-sizing:border-box;font-variant-ligatures:none;outline:none;color:rgb(33,33,33);font-size:15px;font-style:inherit;text-decoration:inherit;font-family:Lato,sans-serif;line-height:1.6667;padding-top:0px;padding-bottom:0px">Short papers from financial industry practitioners that introduce domain specific problems and challenges to academic researchers. These papers should describe problems that can inspire new research directions in academia, and should serve to bridge the information gap between academia and the financial industry. </li></ul><p id="gmail-m_4948380943067204317gmail-h.p_Hx48FB7JxNIH" class="gmail-m_4948380943067204317gmail-zfr3Q" style="box-sizing:border-box;font-variant-ligatures:none;margin:0px;outline:none;color:rgb(33,33,33);font-size:15px;text-decoration-line:inherit;font-family:Lato,sans-serif;line-height:1.6667;padding-top:12px;white-space:pre-wrap"><strong style="box-sizing:border-box">Algorithmic Tutorials</strong></p><ul class="gmail-m_4948380943067204317gmail-n8H08c gmail-m_4948380943067204317gmail-UVNKR" style="list-style-type:square;box-sizing:border-box;margin:0px;padding-left:20px;padding-top:8px;color:rgb(0,0,0);font-family:sans-serif;font-size:16px;white-space:pre-wrap"><li id="gmail-m_4948380943067204317gmail-h.p_GAbR2RqHxn24" class="gmail-m_4948380943067204317gmail-zfr3Q gmail-m_4948380943067204317gmail-TYR86d" style="margin:0px;box-sizing:border-box;font-variant-ligatures:none;outline:none;color:rgb(33,33,33);font-size:15px;font-style:inherit;text-decoration:inherit;font-family:Lato,sans-serif;line-height:1.6667;padding-top:0px;padding-bottom:0px">Short tutorials from academic researchers that explain current solutions to challenges related to anomaly detection, not necessarily limited to the financial domain. These tutorials will serve as an introduction and enable financial industry practitioners to employ/adapt latest academic research to their use-cases.</li></ul><p id="gmail-m_4948380943067204317gmail-h.p_H2oZw2FfxPzs" class="gmail-m_4948380943067204317gmail-zfr3Q" style="box-sizing:border-box;font-variant-ligatures:none;margin:0px;outline:none;color:rgb(33,33,33);font-size:15px;text-decoration-line:inherit;font-family:Lato,sans-serif;line-height:1.6667;padding-top:12px;white-space:pre-wrap"><br style="box-sizing:border-box"></p><h3 id="gmail-m_4948380943067204317gmail-h.p_jFgFSEZlxtNh" class="gmail-m_4948380943067204317gmail-zfr3Q gmail-m_4948380943067204317gmail-OmQG5e" style="box-sizing:border-box;font-variant-ligatures:none;margin:0px;outline:none;color:rgb(33,33,33);font-size:20px;font-weight:400;text-decoration-line:inherit;font-family:Lato,sans-serif;line-height:1.25;padding-top:16px;white-space:pre-wrap"><div class="gmail-m_4948380943067204317gmail-PwMt2d" style="box-sizing:border-box;display:inline-block;max-width:100%"><div class="gmail-m_4948380943067204317gmail-a4qjWd gmail-m_4948380943067204317gmail-EKJj3b" style="box-sizing:border-box;padding-right:9px"><div class="gmail-m_4948380943067204317gmail-U26fgb gmail-m_4948380943067204317gmail-mUbCce gmail-m_4948380943067204317gmail-fKz7Od gmail-m_4948380943067204317gmail-LRAOtb gmail-m_4948380943067204317gmail-JrP5Kb" style="box-sizing:border-box;border:0px;border-radius:50%;display:inline-block;height:28px;outline:none;overflow:hidden;text-align:center;width:28px;color:rgba(0,0,0,0.54);font-size:0px;opacity:0;vertical-align:middle"><a class="gmail-m_4948380943067204317gmail-FKF6mc gmail-m_4948380943067204317gmail-TpQm9d" href="https://sites.google.com/view/kdd-adf-2019/home#h.p_jFgFSEZlxtNh" target="_blank" style="box-sizing:border-box;display:block;outline:none;text-decoration-line:none;height:28px;width:28px"><div class="gmail-m_4948380943067204317gmail-VTBa7b gmail-m_4948380943067204317gmail-MbhUzd" style="box-sizing:border-box;background-size:cover;opacity:0;background-image:radial-gradient(circle farthest-side,rgba(0,0,0,0.12),rgba(0,0,0,0.12) 80%,rgba(0,0,0,0) 100%)"></div><span class="gmail-m_4948380943067204317gmail-xjKiLb" style="box-sizing:border-box"><span class="gmail-m_4948380943067204317gmail-Ce1Y1c" style="box-sizing:border-box;display:inline-block"></span></span></a></div></div>Submission Guidelines: </div></h3><p id="gmail-m_4948380943067204317gmail-h.p_zy1EvrwFxP4W" class="gmail-m_4948380943067204317gmail-zfr3Q" style="box-sizing:border-box;font-variant-ligatures:none;margin:0px;outline:none;color:rgb(33,33,33);font-size:15px;text-decoration-line:inherit;font-family:Lato,sans-serif;line-height:1.6667;padding-top:12px;white-space:pre-wrap;direction:ltr">All submissions must be PDFs formatted in the <a class="gmail-m_4948380943067204317gmail-dhtgD" href="https://www.google.com/url?q=https%3A%2F%2Fwww.overleaf.com%2Flatex%2Ftemplates%2Facm-conference-proceedings-new-master-template%2Fpnrfvrrdbfwt&sa=D&sntz=1&usg=AFQjCNHGnGiYlKRooAVXx8x0rFzhVzcPJA" target="_blank" style="color:rgb(0,101,128);box-sizing:border-box;font-size:inherit;font-style:inherit;font-weight:inherit">Standard ACM Conference Proceedings Template</a>. Submissions are limited to <strong style="box-sizing:border-box">8 content pages </strong>or less, including all figures and tables but excluding references.  All accepted papers will be presented as posters; some may be selected for oral presentations, depending on schedule constraints. Accepted papers will be posted on the workshop website or, at the authors’ request, may be linked to an external repository such as arXiv.</p><p id="gmail-m_4948380943067204317gmail-h.p_Ju52yonSwkOO" class="gmail-m_4948380943067204317gmail-zfr3Q" style="box-sizing:border-box;font-variant-ligatures:none;margin:0px;outline:none;color:rgb(33,33,33);font-size:15px;text-decoration-line:inherit;font-family:Lato,sans-serif;line-height:1.6667;padding-top:12px;white-space:pre-wrap;direction:ltr">Authors should <strong style="box-sizing:border-box">clearly indicate</strong> in their abstracts the kinds of submissions that the papers belong to, to help reviewers better understand their contributions. </p><p id="gmail-m_4948380943067204317gmail-h.p_Y-CmgAbH2cx5" class="gmail-m_4948380943067204317gmail-zfr3Q" style="box-sizing:border-box;font-variant-ligatures:none;margin:0px;outline:none;color:rgb(33,33,33);font-size:15px;text-decoration-line:inherit;font-family:Lato,sans-serif;line-height:1.6667;padding-top:12px;white-space:pre-wrap;direction:ltr"><br style="box-sizing:border-box"></p><p id="gmail-m_4948380943067204317gmail-h.p_18tN5bHexP4X" class="gmail-m_4948380943067204317gmail-zfr3Q" style="box-sizing:border-box;font-variant-ligatures:none;margin:0px;outline:none;color:rgb(33,33,33);font-size:15px;text-decoration-line:inherit;font-family:Lato,sans-serif;line-height:1.6667;padding-top:12px;white-space:pre-wrap"><strong style="box-sizing:border-box">Papers should be submitted on CMT3 by May 12, 2019 11:59 PM Pacific Time</strong></p><p id="gmail-m_4948380943067204317gmail-h.p_lzieIJOMxP4Z" class="gmail-m_4948380943067204317gmail-zfr3Q" style="box-sizing:border-box;font-variant-ligatures:none;margin:0px;outline:none;color:rgb(33,33,33);font-size:15px;text-decoration-line:inherit;font-family:Lato,sans-serif;line-height:1.6667;padding-top:12px;white-space:pre-wrap"><a class="gmail-m_4948380943067204317gmail-dhtgD" href="https://www.google.com/url?q=https%3A%2F%2Fcmt3.research.microsoft.com%2FADF2019&sa=D&sntz=1&usg=AFQjCNFEHpQQXYfmpNUBzAp8rOM5ASK3uw" target="_blank" style="color:rgb(0,101,128);box-sizing:border-box;font-size:inherit;font-style:inherit;font-weight:inherit"><strong style="box-sizing:border-box">https://cmt3.research.microsoft.com/ADF2019</strong></a><strong style="box-sizing:border-box"> </strong></p><p id="gmail-m_4948380943067204317gmail-h.p_FKe5F8SmxwYI" class="gmail-m_4948380943067204317gmail-zfr3Q" style="box-sizing:border-box;font-variant-ligatures:none;margin:0px;outline:none;color:rgb(33,33,33);font-size:15px;text-decoration-line:inherit;font-family:Lato,sans-serif;line-height:1.6667;padding-top:12px;white-space:pre-wrap"><br style="box-sizing:border-box"></p><h3 id="gmail-m_4948380943067204317gmail-h.p_WZBJ-s7nxP4a" class="gmail-m_4948380943067204317gmail-zfr3Q gmail-m_4948380943067204317gmail-OmQG5e" style="box-sizing:border-box;font-variant-ligatures:none;margin:0px;outline:none;color:rgb(33,33,33);font-size:20px;font-weight:400;text-decoration-line:inherit;font-family:Lato,sans-serif;line-height:1.25;padding-top:16px;white-space:pre-wrap"><div class="gmail-m_4948380943067204317gmail-PwMt2d" style="box-sizing:border-box;display:inline-block;max-width:100%"><div class="gmail-m_4948380943067204317gmail-a4qjWd gmail-m_4948380943067204317gmail-EKJj3b" style="box-sizing:border-box;padding-right:9px"><div class="gmail-m_4948380943067204317gmail-U26fgb gmail-m_4948380943067204317gmail-mUbCce gmail-m_4948380943067204317gmail-fKz7Od gmail-m_4948380943067204317gmail-LRAOtb gmail-m_4948380943067204317gmail-JrP5Kb" style="box-sizing:border-box;border:0px;border-radius:50%;display:inline-block;height:28px;outline:none;overflow:hidden;text-align:center;width:28px;color:rgba(0,0,0,0.54);font-size:0px;opacity:0;vertical-align:middle"><a class="gmail-m_4948380943067204317gmail-FKF6mc gmail-m_4948380943067204317gmail-TpQm9d" href="https://sites.google.com/view/kdd-adf-2019/home#h.p_WZBJ-s7nxP4a" target="_blank" style="box-sizing:border-box;display:block;outline:none;text-decoration-line:none;height:28px;width:28px"><div class="gmail-m_4948380943067204317gmail-VTBa7b gmail-m_4948380943067204317gmail-MbhUzd" style="box-sizing:border-box;background-size:cover;opacity:0;background-image:radial-gradient(circle farthest-side,rgba(0,0,0,0.12),rgba(0,0,0,0.12) 80%,rgba(0,0,0,0) 100%)"></div><span class="gmail-m_4948380943067204317gmail-xjKiLb" style="box-sizing:border-box"><span class="gmail-m_4948380943067204317gmail-Ce1Y1c" style="box-sizing:border-box;display:inline-block"></span></span></a></div></div>Key dates </div></h3><ul class="gmail-m_4948380943067204317gmail-n8H08c gmail-m_4948380943067204317gmail-UVNKR" style="list-style-type:square;box-sizing:border-box;margin:0px;padding-left:20px;padding-top:8px;color:rgb(0,0,0);font-family:sans-serif;font-size:16px;white-space:pre-wrap"><li id="gmail-m_4948380943067204317gmail-h.p_3CEbDsggxP4b" class="gmail-m_4948380943067204317gmail-zfr3Q gmail-m_4948380943067204317gmail-TYR86d" style="margin:0px 0px 6px;box-sizing:border-box;font-variant-ligatures:none;outline:none;color:rgb(33,33,33);font-size:15px;font-style:inherit;text-decoration:inherit;font-family:Lato,sans-serif;line-height:1.6667;padding-top:0px"><strong style="box-sizing:border-box">Submission deadline: May 12, 2019 11:59 PM Pacific Time</strong> <strong style="box-sizing:border-box">at <a class="gmail-m_4948380943067204317gmail-dhtgD" href="https://www.google.com/url?q=https%3A%2F%2Fcmt3.research.microsoft.com%2FADF2019&sa=D&sntz=1&usg=AFQjCNFEHpQQXYfmpNUBzAp8rOM5ASK3uw" target="_blank" style="color:rgb(0,101,128);box-sizing:border-box;font-size:inherit;font-style:inherit;font-weight:inherit">https://cmt3.research.microsoft.com/ADF2019</a> </strong></li><li id="gmail-m_4948380943067204317gmail-h.p_6iuEZqYkx5nY" class="gmail-m_4948380943067204317gmail-zfr3Q gmail-m_4948380943067204317gmail-TYR86d" style="margin:6px 0px;box-sizing:border-box;font-variant-ligatures:none;outline:none;color:rgb(33,33,33);font-size:15px;font-style:inherit;text-decoration:inherit;font-family:Lato,sans-serif;line-height:1.6667;padding-top:0px">Author notification: June 1<strong style="box-sizing:border-box">, </strong>2019<strong style="box-sizing:border-box"> </strong></li><li id="gmail-m_4948380943067204317gmail-h.p_XD2VgOzExP4d" class="gmail-m_4948380943067204317gmail-zfr3Q gmail-m_4948380943067204317gmail-TYR86d" style="margin:6px 0px 0px;box-sizing:border-box;font-variant-ligatures:none;outline:none;color:rgb(33,33,33);font-size:15px;font-style:inherit;text-decoration:inherit;font-family:Lato,sans-serif;line-height:1.6667;padding-top:0px;padding-bottom:0px">Workshop: August 5, 2019</li></ul></div></div>