#tool-planning News & Analysis

2 articles tagged with #tool-planning. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles

AIBullisharXiv – CS AI · Jun 56/10

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DiG-Plan: Mitigating Early Commitment for Tool-Graph Planning via Diffusion Guidance

Researchers introduce DiG-Plan, a novel framework addressing the early commitment problem in tool-graph planning by combining diffusion-based proposal generation with autoregressive refinement. The approach improves solution coverage from 32% to 94.3% and delivers 10% relative gains over traditional autoregressive baselines on TaskBench benchmarks.

AIBullisharXiv – CS AI · Mar 166/10

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ToolTree: Efficient LLM Agent Tool Planning via Dual-Feedback Monte Carlo Tree Search and Bidirectional Pruning

Researchers have developed ToolTree, a new Monte Carlo tree search-based planning system for LLM agents that improves tool selection and usage through dual-feedback evaluation and bidirectional pruning. The system achieves approximately 10% performance gains over existing methods while maintaining high efficiency across multiple benchmarks.