Author

Lin-Rui Ma

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#machine learning Preprint Sep 2026

Specificity-Aware Diffusion Steering via Variance-Reduced Sequential Monte Carlo

Inference-time steering enables pretrained diffusion models to satisfy new constraints without full retraining. However, specificity-aware generation is difficult: repelling samples from a negative reference distribution can also erode the positive distribution where the two overlap. The key challenge is to suppress ne...

Lu-Ran Wang, Lin-Rui Ma, Hannes Stärk et al. · 0 citations

#machine learning Jun 2026

Claw-SWE-Bench: A Benchmark for Evaluating OpenClaw-style Agent Harnesses on Coding Tasks

Claw-SWE-Bench is introduced, a unified benchmark that enables researchers to systematically assess the capabilities and efficiency of general-purpose harnesses on software engineering tasks and guide the development of more capable and efficient harnesses.

Meng-Yu Zheng, Kai Han, Bo-Xun Li et al. · arXiv.org · 5 citations