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

A time-truncation harness is proposed that enforces a temporal cut-off at every turn, enabling TIR-style sampling from historical events, enabling TIR-style sampling from historical events, reducing temporal leakage and reliance of rejection sampling or unsolved queries, increasing the sampling efficiency.

Wanxu Cai, Zheng-Yu Chen, Huai-Sheng 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