Connectionists: Workshop CFP - Human Aligned AI: Towards Algorithms that Humans Can Trust

[Antonio Cinà]

[Apologies if you receive multiple copies of this CFP]


Call for papers: Workshop on "Human Aligned AI: Towards Algorithms that Humans Can Trust" at ICMLA 2024 - https://www.icmla-conference.org/icmla24/workshops.html<https://urlsand.esvalabs.com/?u=https%3A%2F%2Fwww.icmla-conference.org%2Ficmla24%2Fworkshops.html&e=ed7a584b&h=c4edb686&f=y&p=y>

Accepted papers will be included in the main conference proceedings.


International Conference on Machine Learning and Applications (ICMLA 2024).

18-20 December 2024, Miami, Florida, USA - https://www.icmla-conference.org/icmla24/<https://urlsand.esvalabs.com/?u=https%3A%2F%2Fwww.icmla-conference.org%2Ficmla24%2F&e=ed7a584b&h=9bd78a16&f=y&p=y>


DESCRIPTION:

The rapid advancement of Artificial Intelligence (AI) brings forth critical considerations for its trustworthiness, including safety and security, fairness, privacy, and explainability, demanding a human-aligned approach. This workshop discusses the imperative for embedding these principles in the design and deployment of AI systems to ensure they align with human values and societal norms. We examine the challenges and strategies towards developing trustworthy AI, preventing unintended consequences, and addressing potential security vulnerabilities. Furthermore, we argue the necessity for a framework for the responsible development of AI, advocating for interdisciplinary collaboration and regulatory oversight. The goal is to foster AI technologies that enhance human well-being, uphold privacy and dignity, and contribute to a secure and equitable future.


TOPICS OF INTEREST:

Trustworthy AI

- Adversarial attacks and defenses on machine learning and deep learning

- Formal verification of machine learning and deep learning models

- Privacy-preserving machine learning and deep learning

- Explainability and Fairness

- Theoretical foundations of Human Aligned AI

Applications of Trustworthy AI

- Generative AI

- Healthcare

- Cybersecurity

- Transportation

- Robotics

- Industry


SUBMISSION:

Prospective authors must submit their paper through the ICMLA portal following the instructions provided in https://www.icmla-conference.org/icmla24/howtosubmit.html<https://urlsand.esvalabs.com/?u=https%3A%2F%2Fwww.icmla-conference.org%2Ficmla24%2Fhowtosubmit.html&e=ed7a584b&h=5bb8a0a8&f=y&p=y> selecting "Workshop: Human Aligned AI: Towards Algorithms that Humans Can Trust".

Each paper will undergo a peer-reviewing process for its acceptance.


IMPORTANT DATES:

Submission of papers: 31 July 2024

Notification of acceptance: 31 August 2024

ICMLA conference: 18-20 December 2024

https://www.icmla-conference.org/icmla24/keydates.html<https://urlsand.esvalabs.com/?u=https%3A%2F%2Fwww.icmla-conference.org%2Ficmla24%2Fkeydates.html&e=ed7a584b&h=c5550093&f=y&p=y>


SPECIAL SESSION ORGANISERS:

Luca Oneto, University of Genoa

Battista Biggio, University of Cagliari

Noemi Greco, Google

Davide Anguita, University of Genoa

Fabio Roli, University of Genoa

Maura Pintor, University of Cagliari

Luca Demetrio, University of Genoa

Antonio Emanuele Cinà, University of Genoa

Ambra Demontis, University of Cagliari


ACKNOWLEDGEMENTS:

ELSA Project https://www.elsa-ai.eu/


Antonio Emanuele Cinà
Assistant Professor @ University of Genoa, DIBRIS
Via All'Opera Pia, 13, 16145 Genova GE

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