AAAI 2024 Workshop XAI4DRL Submissions

Self-Supervised Interpretable Sensorimotor Learning via Latent Functional Modularity
Hyunki Seong, Hyunchul Shim
- Published: 08 Feb 2024, Last Modified: 08 Feb 2024
- XAI4DRL
- Readers: Everyone
Explainable Reinforcement Learning for Alzheimer’s Disease Progression Prediction: a SHAP-based Approach
Raja Farrukh Ali, Ayesha Farooq, John Woods, Emmanuel Adeniji, Vinny Sun, William Hsu
- Published: 08 Feb 2024, Last Modified: 08 Feb 2024
- XAI4DRL
- Readers: Everyone
Interpretable Brain-Inspired Representations Improve RL Performance on Visual Navigation Tasks
Moritz Lange, Raphael C. Engelhardt, Wolfgang Konen, Laurenz Wiskott
- Published: 08 Feb 2024, Last Modified: 08 Feb 2024
- XAI4DRL
- Readers: Everyone
On Diagnostics for Understanding Agent Training Behaviour in Cooperative MARL
Wiem Khlifi, Siddarth Singh, Omayma Mahjoub, Ruan John de Kock, Abidine Vall, Rihab Gorsane, Arnu Pretorius
- Published: 08 Feb 2024, Last Modified: 08 Feb 2024
- XAI4DRL
- Readers: Everyone
How much can change in a year? Revisiting Evaluation in Multi-Agent Reinforcement Learning
Siddarth Singh, Omayma Mahjoub, Ruan John de Kock, Wiem Khlifi, Abidine Vall, Kale-ab Tessera, Arnu Pretorius
- Published: 08 Feb 2024, Last Modified: 08 Feb 2024
- XAI4DRL
- Readers: Everyone
Efficiently Quantifying Individual Agent Importance in Cooperative MARL
Omayma Mahjoub, Ruan John de Kock, Siddarth Singh, Wiem Khlifi, Abidine Vall, Kale-ab Tessera, Rihab Gorsane, Arnu Pretorius
- Published: 08 Feb 2024, Last Modified: 08 Feb 2024
- XAI4DRL
- Readers: Everyone
Clustered Policy Decision Ranking
Mark Levin, Hana Chockler
- Published: 08 Feb 2024, Last Modified: 08 Feb 2024
- XAI4DRL
- Readers: Everyone
Closed Drafting as a Case Study for First-Principle Interpretability, Memory, and Generalizability in Deep Reinforcement Learning
Ryan Rezai, Jason Wang
- Published: 08 Feb 2024, Last Modified: 08 Feb 2024
- XAI4DRL
- Readers: Everyone