<html><head><meta http-equiv="content-type" content="text/html; charset=utf-8"></head><body style="overflow-wrap: break-word; -webkit-nbsp-mode: space; line-break: after-white-space;"><p style="margin: 0px; text-align: justify; font-style: normal; font-variant-caps: normal; font-stretch: normal; line-height: normal; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal;"><span style="font-kerning: none"><b>Offer: Funded PhD Position in Chemo-Informatics / Deep Learning.</b></span></p>
<p style="margin: 0px; text-align: justify; font-style: normal; font-variant-caps: normal; font-stretch: normal; line-height: normal; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal;"><span style="font-kerning: none"><b>Institution: Universities of Versailles and Évry – Paris-Saclay</b></span></p>
<p style="margin: 0px; text-align: justify; font-style: normal; font-variant-caps: normal; font-stretch: normal; line-height: normal; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal;"><span style="font-kerning: none"><b>Application deadline: 22 May 2023 (urgent!)</b></span></p>
<p style="margin: 0px; text-align: justify; font-style: normal; font-variant-caps: normal; font-stretch: normal; line-height: normal; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; min-height: 14px;"><span style="font-kerning: none"></span><br></p>
<p style="margin: 0px; text-align: justify; font-style: normal; font-variant-caps: normal; font-stretch: normal; line-height: normal; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal;"><span style="font-kerning: none">Dear colleagues,</span></p>
<p style="margin: 0px; text-align: justify; font-style: normal; font-variant-caps: normal; font-stretch: normal; line-height: normal; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; min-height: 14px;"><span style="font-kerning: none"></span><br></p>
<p style="margin: 0px; text-align: justify; font-style: normal; font-variant-caps: normal; font-stretch: normal; line-height: normal; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal;"><span style="font-kerning: none">The laboratories DAVID and LAMBE from the Universities of Versailles and Évry – Paris-Saclay offer a 3-year funded PhD position in the fields of chemo-informatics and deep learning.</span></p>
<p style="margin: 0px; text-align: justify; font-style: normal; font-variant-caps: normal; font-stretch: normal; line-height: normal; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; min-height: 14px;"><span style="font-kerning: none"></span><br></p>
<p style="margin: 0px; text-align: justify; font-style: normal; font-variant-caps: normal; font-stretch: normal; line-height: normal; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal;"><span style="font-kerning: none">The project is entitled <b>Spectral-Based Inverse Molecular Design with Graph Neural Networks </b>and concerns the prediction of graph molecular structures from their vibrational spectra. The application deadline is the <b>22nd May 2023</b> (urgent), potentially extendable.</span></p>
<p style="margin: 0px; text-align: justify; font-style: normal; font-variant-caps: normal; font-stretch: normal; line-height: normal; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; min-height: 14px;"><span style="font-kerning: none"></span><br></p>
<p style="margin: 0px; text-align: justify; font-style: normal; font-variant-caps: normal; font-stretch: normal; line-height: normal; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal;"><span style="font-kerning: none">To apply, please send your CV by email to Jérémie Cabessa at: </span></p>
<p style="margin: 0px; text-align: justify; font-style: normal; font-variant-caps: normal; font-stretch: normal; line-height: normal; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal;"><span style="font-kerning: none"><b>jeremie.cabessa@uvsq.fr</b></span></p>
<p style="margin: 0px; text-align: justify; font-style: normal; font-variant-caps: normal; font-stretch: normal; line-height: normal; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; min-height: 14px;"><span style="font-kerning: none"></span><br></p>
<p style="margin: 0px; text-align: justify; font-style: normal; font-variant-caps: normal; font-stretch: normal; line-height: normal; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal;"><span style="font-kerning: none">The details of the project, working conditions and candidate requirements are provided below.</span></p>
<p style="margin: 0px; text-align: justify; font-style: normal; font-variant-caps: normal; font-stretch: normal; line-height: normal; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; min-height: 14px;"><span style="font-kerning: none"></span><br></p>
<p style="margin: 0px; text-align: justify; font-style: normal; font-variant-caps: normal; font-stretch: normal; line-height: normal; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal;"><span style="font-kerning: none">Thank you and best regards.</span></p>
<p style="margin: 0px; text-align: justify; font-style: normal; font-variant-caps: normal; font-stretch: normal; line-height: normal; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; min-height: 14px;"><span style="font-kerning: none"></span><br></p>
<p style="margin: 0px; text-align: justify; font-style: normal; font-variant-caps: normal; font-stretch: normal; line-height: normal; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; min-height: 14px;"><span style="font-kerning: none"></span><br></p>
<p style="margin: 0px; text-align: justify; font-style: normal; font-variant-caps: normal; font-stretch: normal; line-height: normal; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal;"><span style="font-kerning: none"><b>Offer:</b> 1 funded PhD position in chemo-informatics and deep learning at the laboratories DAVID and LAMBE from the Universities of Versailles and Évry – Paris-Saclay.</span></p>
<p style="margin: 0px; text-align: justify; font-style: normal; font-variant-caps: normal; font-stretch: normal; line-height: normal; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; min-height: 14px;"><span style="font-kerning: none"></span><br></p>
<p style="margin: 0px; text-align: justify; font-style: normal; font-variant-caps: normal; font-stretch: normal; line-height: normal; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal;"><span style="font-kerning: none"><b>Title and Abstract:</b> Spectral-Based Inverse Material Design with Graph Neural Networks: from vibrational spectra to molecular graphs</span></p>
<p style="margin: 0px; text-align: justify; font-style: normal; font-variant-caps: normal; font-stretch: normal; line-height: normal; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; min-height: 14px;"><span style="font-kerning: none"></span><br></p>
<p style="margin: 0px; text-align: justify; font-style: normal; font-variant-caps: normal; font-stretch: normal; line-height: normal; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal;"><span style="font-kerning: none">In recent years, graph neural networks (GNNs) have significantly progressed theoretically and led to impressive achievements in a large variety of domains, including biology and chemistry. However, graph prediction tasks still represent challenging issues in this domain. In theoretical chemistry, the computational prediction of a molecular structure is a long-standing problem, and vibrational spectroscopy constitutes the major technique for molecular structure identification. The proposed project aims at developing a GNN-based system for the prediction of 2D topological molecular graphs from their vibrational spectral signatures. In machine learning, this projects fits into the direction of graph prediction and inverse problems in general. In theoretical chemistry, it aims to contribute to the impactful research on inverse molecular/material design.</span></p>
<p style="margin: 0px; text-align: justify; font-style: normal; font-variant-caps: normal; font-stretch: normal; line-height: normal; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; min-height: 14px;"><span style="font-kerning: none"></span><br></p>
<p style="margin: 0px; text-align: justify; font-style: normal; font-variant-caps: normal; font-stretch: normal; line-height: normal; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal;"><span style="font-kerning: none"><b>Candidate requirements:</b> Strong background in ML and neural networks; very good programming skills, preferably in Python; experience with neural network libraries like PyTorch or Keras is strongly recommended; prior knowledge in theoretical chemistry is a plus.</span></p>
<p style="margin: 0px; text-align: justify; font-style: normal; font-variant-caps: normal; font-stretch: normal; line-height: normal; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; min-height: 14px;"><span style="font-kerning: none"></span><br></p>
<p style="margin: 0px; text-align: justify; font-style: normal; font-variant-caps: normal; font-stretch: normal; line-height: normal; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal;"><span style="font-kerning: none"><b>Funding information:</b> 3 year scholarship from the Graduate School ISN and Convergence Institute DATAIA, in accordance with the French standards regarding PhD salaries.</span></p>
<p style="margin: 0px; text-align: justify; font-style: normal; font-variant-caps: normal; font-stretch: normal; line-height: normal; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; min-height: 14px;"><span style="font-kerning: none"></span><br></p>
<p style="margin: 0px; text-align: justify; font-style: normal; font-variant-caps: normal; font-stretch: normal; line-height: normal; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal;"><span style="font-kerning: none"><b>Deadline (urgent!):</b> 22 May 2023, potentially extendable.</span></p>
<p style="margin: 0px; text-align: justify; font-style: normal; font-variant-caps: normal; font-stretch: normal; line-height: normal; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal; min-height: 14px;"><span style="font-kerning: none"></span><br></p>
<p style="margin: 0px; text-align: justify; font-style: normal; font-variant-caps: normal; font-stretch: normal; line-height: normal; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal;"><span style="font-kerning: none"><b>Application details:</b> Please send your CV by email to Jérémie Cabessa at </span></p>
<p style="margin: 0px; text-align: justify; font-style: normal; font-variant-caps: normal; font-stretch: normal; line-height: normal; font-size-adjust: none; font-kerning: auto; font-variant-alternates: normal; font-variant-ligatures: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-position: normal; font-feature-settings: normal; font-optical-sizing: auto; font-variation-settings: normal;"><span style="font-kerning: none">jeremie.cabessa@uvsq.fr</span></p><div><span style="font-kerning: none"><br></span></div></body></html>