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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Keren Zhou

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Preprint Sep 2026

TileBench: A Controlled Benchmark for Performance Evaluation and Bottleneck Diagnosis of Tile-Based Programming Models

Tile-based programming models, such as Triton and cuTile, aim to simplify high-performance kernel development, but their practical performance, tuning behavior, and usability remain difficult to compare systematically. We present TileBench, a controlled benchmark for evaluating Triton and cuTile on NVIDIA B200 GPUs und...

Bowen Cui, Zhongchun Zhou, Hao Wu et al. · 0 citations
Book Open access Jul 2026

Context-Aware Feedback Compression in Online Judge Programming with LLMs

This work instantiates budgeted oracle-to-hint compression in online judge (OJ) style algorithmic programming as a modular interactive agent that couples an LLM core with a sandboxed judger, a feedback-to-hint prompt constructor, and trajectory memory.

Jialiang Gu, Keren Zhou, Daming Li et al. · 2 citations

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