25 citations · 44 across the 23 of their papers we have counts for
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cs.AI2026
PABU: Progress-Aware Belief Update for Efficient LLM Agents
Haitao Jiang, Lin Ge, Hengrui Cai +1
Large Language Model (LLM) agents commonly condition actions on full action-observation histories, which introduce task-irrelevant information that easily leads to redundant action…
cs.AI2025
Correct Reasoning Paths Visit Shared Decision Pivots
Dongkyu Cho, Amy B. Z. Zhang, Bilel Fehri +4
Chain-of-thought (CoT) reasoning exposes the intermediate thinking process of large language models (LLMs), yet verifying those traces at scale remains unsolved. In response, we in…
cs.AI2024★ 1 cited
Enhancing Causal Reasoning in Large Language Models: A Causal Attribution Model for Precision Fine-Tuning
Hengrui Cai, Shengjie Liu, Rui Song
This paper introduces a causal attribution model to enhance the interpretability of large language models (LLMs) and improve their causal reasoning abilities via precise fine-tunin…