Ran Cheng
2 indexed papers
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226
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AI×1Vision×1Crypto×1
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2026
ComPrivDet: Efficient Privacy Object Detection in Compressed Domains Through Inference Reuse
ComPrivDet is an efficient object detection method that detects privacy objects in compressed video streams by reusing inference results from I-frames, significantly reducing latency and computational overhead.
SLAT: Segment-Level Adaptive Trimming for Efficient CoT Reasoning
The paper proposes SLAT, a segment-level adaptive trimming framework, which efficiently reduces redundant reasoning in large language model CoT outputs by selectively suppressing segments with low marginal utility.
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Papers
cs.AIRecentMay 29, 2026
SLAT: Segment-Level Adaptive Trimming for Efficient CoT Reasoning
The paper proposes SLAT, a segment-level adaptive trimming framework, which efficiently reduces redundant reasoning in large language model CoT outputs by selectively suppressing segments with low mar…
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cs.CVcs.CRRecentApr 4, 2026