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Haotian Chi

2 accepted papers

2026

EvoCF: Multi-Agent Collaboration via Agentic Memory-Driven Evolutionary Counterfactual Planning

ICML 2026poster

Planning collaboration strategies for multi-agent embodied systems remains a core challenge for LLM-based planners, which often fail to capture the physical and coordination constraints of realworld environments. To address this, we present EvoCF, an agentic memory-driven evolutionary counterfactual…

Cited by 0SourceScholar
2025

InstructFlow: Adaptive Symbolic Constraint-Guided Code Generation for Long-Horizon Planning

NeurIPS 2025poster

Long-horizon planning in robotic manipulation tasks requires translating underspecified, symbolic goals into executable control programs satisfying spatial, temporal, and physical constraints. However, language model-based planners often struggle with long-horizon task decomposition, robust constrai…

Cited by 0SourceScholar