Author

Jian-Tao Jiao

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#machine learning Preprint Sep 2026

Where the Model Changes Its Mind: Hindsight-Divergence Localization for Efficient Reinforcement Learning with Verifiable Rewards

Group-relative methods for reinforcement learning with verifiable rewards (RLVR) learn from differences in rollout outcomes. Independently sampling complete trajectories is costly and does not explicitly explore the decision space at critical positions. Feedback on a completed trajectory can reveal which earlier choice...

Fan-Chao Chen, Heng-Yu Fu, Shivaram Venkataraman et al. · 0 citations

#artificial intelligence Review Sep 2026

SWE-Serve: Benchmarking Agentic Engineering For Production Inference Serving

We introduce SWE-Serve, a benchmark for evaluating agents on production inference engineering tasks. Implementing an inference feature can require coordinating multiple changes across the serving stack, including model support, runtime execution, and public APIs. Existing benchmarks provide limited coverage of producti...

Jennifer Williams, David P. Farris, Jeffrey J. Farris et al. · 0 citations