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arXiv18h ago
5.2

Long-Horizon Plan Execution in Large Tool Spaces through Entropy-Guided Branching

Rongzhe Wei, Ge Shi, Min Cheng, Na Zhang, Pan Li, Sarthak Ghosh, Vaibhav Gorde, Leman Akoglu

View original ↗

Analysis

Viral velocity
low
Implementation gapYES
Novelty7/10
Categorypaper
Topics
agentsreasoningtools

Opportunity Brief

Build a branching library for LangChain or similar that uses entropy-based heuristics to navigate large tool lists. It reduces search space complexity for autonomous agents.

Suggested repo: nanoBranch

"Solve long-horizon agent tasks with entropy-guided planning."

Estimated effort: 45h