Program

Description  (Presentation files available in Links below)

Keynote: Christophe Gabreau (Airbus, co-chair of EUROCAE WG-114 Group), Beatrice Pesquet-Popescu (Thales, co-chair of EUROCAE WG-114 Group), Fateh Kaakai (Thales, Sub-Group Leader of EUROCAE WG-114 Group), EUROCAE WG114 – SAE G34: a joint standardization initiative to support Artificial Intelligence revolution in aeronautics.

– Feature Space Singularity for Out-of-Distribution Detection, Haiwen Huang, Zhihan Li, Lulu Wang, Sishuo Chen, Xinyu Zhou and Bin Dong.
– An Evaluation of “Crash Prediction Networks” (CPN) for Autonomous Driving Scenarios in CARLA Simulator, Saasha Nair, Sina Shafaei, Daniel Auge and Alois Knoll.
– From Black-box to White-box: Examining Confidence Calibration under different Conditions, Franziska Schwaiger, Maximilian Henne, Fabian Küppers, Felippe Schmoeller Roza, Karsten Roscher and Anselm Haselhoff.
– Debate Panel – Paper Discussants: Xin Cynthia Chen, Rob Ashmore.

– Towards an Ontological Framework for Environmental Survey Hazard Analysis of Autonomous Systems, Christopher Harper and Praminda Caleb-Solly.
– Overestimation learning with guarantees, Adrien Gauffriau, François Malgouyres and Mélanie Ducoffe.
– On the Use of Available Testing Methods for Verification & Validation of AI-based Software and Systems, Franz Wotawa.
– Runtime Decision Making Under Uncertainty in Autonomous Vehicles, Vibhu Gautam, Youcef Gheraibia, Rob Alexander and Richard Hawkins.

– The Utility of Neural Network Test Coverage Measures, Rob Ashmore and Alec Banks.
– Safety Properties of Inductive Logic Programming, Gavin Leech, Nandi Schoots and Joar Skalse.
– A Hybrid-AI Approach for Competence Assessment of Automated Driving functions, Jan-Pieter Paardekooper, Mauro Comi, Corrado Grappiolo, Ron Snijders, Willeke van Vught and Rutger Beekelaar.
– Debate Panel – Paper Discussants: Xiaowei Huang, Huascar Espinoza.

– Negative Side Effects and AI Agent Indicators: Experiments in SafeLife, John Burden, Jose Hernandez-Orallo and Sean O’Heigeartaigh.
– Time for AI (Ethics) Maturity Model Is Now, Ville Vakkuri, Marianna Jantunen, Erika Halme, Kai-Kristian Kemell, Anh Nguyen-Duc, Tommi Mikkonen and Pekka Abrahamsson.
– AI-Blueprint for Deep Neural Networks, Ernest Wozniak, Henrik Putzer and Carmen Carlan.
– Neural Criticality: Validation of Convolutional Neural Networks, Vaclav Divis and Marek Hruz.

– Adversarial Robustness for Face Recognition: How to Introduce Ensemble Diversity among Feature Extractors?, Takuma Amada, Kazuya Kakizaki, Seng Pei Liew, Toshinori Araki, Joseph Keshet and Jun Furukawa.
– Multi-Modal Generative Adversarial Networks Make Realistic and Diverse but Untrustworthy Predictions When Applied to Ill-posed Problems, John Hyatt and Michael Lee.
– DeepFakesON-Phys: DeepFakes Detection based on Heart Rate Estimation, Javier Hernandez-Ortega, Ruben Tolosana, Julian Fierrez and Aythami Morales.
– Debate Panel – Paper Discussants: José Hernández-Orallo, Ville Vakkuri.

– Adversarial Attacks for Tabular Data: Application to Fraud Detection and Imbalanced Data, Francesco Cartella, Orlando Anunciacao, Yuki Funabiki, Daisuke Yamaguchi, Toru Akishita and Olivier Elshocht.
– Correct-by-Construction Multi-Label Classification Networks. Eleonora Giunchiglia and Thomas Lukasiewicz.
– Classification confidence scores with point-wise guarantees, Nivasini Ananthakrishnan, Shai Ben-David and Tosca Lechner.

– What criminal and civil law tells us about Safe RL techniques to generate law-abiding behaviour, Hal Ashton.
– Performance of Bounded-Rational Agents With the Ability to Self-Modify. Jakub Tětek, Marek Sklenka and Tomáš Gavenčiak.
– Deep CPT-RL: Imparting Human-Like Risk Sensitivity to Artificial Agents, Jared Markowitz, Marie Chau and I-Jeng Wang.
– Challenges for Using Impact Regularizers to Avoid Negative Side Effects, David Lindner, Kyle Matoba and Alexander Meulemans.
– Debate Panel – Paper Discussants: Sean O’Heigeartaigh, Richard Mallah.