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cs.AI2026
Planning Commitment of LLM under Partial Observability
Cassie Huang, Zhanwei Cao, Yeawon Lee +7
LLM-based planning agents commit to plans of different lengths before interacting with a partially observable environment. Some aggressively commit to a long plan based on assumpti…
cs.AI2025
Building Intelligent Agents with Neuro-Symbolic Concepts
Jiayuan Mao, Joshua B. Tenenbaum, Jiajun Wu
This article presents a concept-centric paradigm for building agents that can learn continually and reason flexibly. The concept-centric agent utilizes a vocabulary of neuro-symbol…