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Jianyu Wang

3 papers indexed

arxivcs.CV2026-07-24

IR275K: A Benchmark for Infrared Multi-Frame Super-Resolution Toward Efficient Remote Sensing

Jie Deng, Heyang Wang, Changxin Wang, Junkai Shen, Hongyi Chen, Zhiping He, et al.

Efficient processing is becoming increasingly important in infrared remote sensing, where satellite constellations produce large volumes of observations under constrained detector resolution, power, and downlink bandwidth. Multi-frame super-resolution (MFSR) offers a software-bas…

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arxivcs.LGcs.AI2026-06-26

KernelBench-Verified: Do LLM-Generated Kernels Actually Beat PyTorch?

Yunxiang Zhang, Ping Yu, Jianyu Wang, Max, Fan, Julian Reed, et al.

Recent large language models (LLMs) can generate custom CUDA kernels that appear to outperform PyTorch on benchmarks such as KernelBench. Building upon this foundational framework, we demonstrate that frontier models frequently engage in reward hacking to artificially inflate rep…

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crossrefSustainability2023-08-25Cited by 11

Analysis of Factors Influencing the Severity of Vehicle-to-Vehicle Accidents Considering the Built Environment: An Interpretable Machine Learning Model

Jianyu Wang, Lanxin Ji, Shuo Ma, Xu Sun, Mingxin Wang

Understanding the causes of traffic road accidents is crucial; however, as data collection is conducted by traffic police, accident-related environmental information is not available. To fill this gap, we collect information on the built environment within R = 500 m of the accide…

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