5 papers
Semantic Communication meets System 2 ML: How Abstraction, Compositionality and Emergent Languages Shape Intelligence
Mehdi Bennis, Salem Lahlou
The trajectories of 6G and AI are set for a creative collision. However, current visions for 6G remain largely incremental evolutions of 5G, while progress in AI is hampered by bri…
LLM-BABYBENCH: Understanding and Evaluating Grounded Planning and Reasoning in LLMs
Omar Choukrani, Idriss Malek, Daniil Orel +4
Assessing the capacity of Large Language Models (LLMs) to plan and reason within the constraints of interactive environments is crucial for developing capable AI agents. We introdu…
Mitigating Societal Cognitive Overload in the Age of AI: Challenges and Directions
Salem Lahlou
Societal cognitive overload, driven by the deluge of information and complexity in the AI age, poses a critical challenge to human well-being and societal resilience. This paper ar…
On Generalization for Generative Flow Networks
Anas Krichel, Nikolay Malkin, Salem Lahlou +1
Generative Flow Networks (GFlowNets) have emerged as an innovative learning paradigm designed to address the challenge of sampling from an unnormalized probability distribution, ca…
Investigating Regularization of Self-Play Language Models
Reda Alami, Abdalgader Abubaker, Mastane Achab +2
This paper explores the effects of various forms of regularization in the context of language model alignment via self-play. While both reinforcement learning from human feedback (…