Author

Wei Wang

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Jul 2026

Distilling Temporal Search and Reasoning: Evolving LLMs for Future Prediction via Harness-Assisted Efficient Data Synthesis

Future event prediction carries broad social impact yet remains challenging. SOTA approaches augment LLMs with external agent frameworks whose predictive capability vanishes once the harness is removed. While recent Tool-Integrated Reasoning (TIR) internalizes deep search for multi-hop retrieval of facts, forecasting f...

Wanxu Cai, Zhengyu Chen, Huaisheng Zhu et al. · arXiv.org · 0 citations

#artificial intelligence Preprint Sep 2026

AgentPProf: Semantic Profiler for Long Horizon AI Agents

AgentPProf is a profiler that aggregates agent trajectories into pprof-compatible profiles, enabling flame graph visualization and analysis and introduces recursive operation segmentation, which recursively splits trajectories at task boundaries.

Yu-Sheng Zheng, Chaokun Chang, Yuan-Man Mao et al. · 0 citations