31 citations · 125 across the 11 of their papers we have counts for
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cs.AI2026
Beyond Outcome Feedback: Trajectory-Quality-Guided Experience-based Learning
Bingjie Zhang, Yibo Yang, Qiantong Liu +3
Experience-based learning enables large language model (LLM) agents to improve over time by reusing knowledge from past executions. However, existing methods typically rely on fina…
cs.AI2011★ 9 cited
Loopy Belief Propagation, Bethe Free Energy and Graph Zeta Function
Yusuke Watanabe, Kenji Fukumizu
We propose a new approach to the theoretical analysis of Loopy Belief Propagation (LBP) and the Bethe free energy (BFE) by establishing a formula to connect LBP and BFE with a grap…
cs.AI2010★ 26 cited
Graph Zeta Function in the Bethe Free Energy and Loopy Belief Propagation
Yusuke Watanabe, Kenji Fukumizu
We propose a new approach to the analysis of Loopy Belief Propagation (LBP) by establishing a formula that connects the Hessian of the Bethe free energy with the edge zeta function…