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- Look Twice Before You Answer: Memory-Space Visual Retracing for Hallucination Mitigation in Multimodal Large Language Models85
Comprehensive experimental evaluations demonstrate that MemVR significantly mitigates hallucination across various MLLMs and excels in general benchmarks without incurring additional time overhead.
- Understanding Practitioners’ Expectations on Clear Code Review Comments13
This paper derives a set of attributes related to the clarity of CRCs, namely RIE attributes, as well as their corresponding evaluation criteria based on the literature review and survey with practitioners and explores the potential of automatically evaluating the clarity of CRCs by proposing ClearCRC.
- R2Vul: Learning to Reason about Software Vulnerabilities with Reinforcement Learning and Structured Reasoning Distillation13
This work proposes R2Vul, a method that combines reinforcement learning from AI feedback (RLAIF) and structured reasoning distillation to teach small code LLMs to detect vulnerabilities while generating security-aware explanations through RLAIF, which results in more precise detection and high-quality reasoning generation.
- PenForge: On-the-Fly Expert Agent Construction for Automated Penetration Testing5
PenForge is introduced, a framework that dynamically constructs expert agents during testing rather than relying on those prepared beforehand, and embodies the early-stage yet paradigm-shifting idea of on-the-fly agent construction, marking its promise as a step toward scalable and effective LLM-driven penetration testing.
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- Thresholded Cross-Attention for Reliable Intensity-Chromaticity Fusion in Low-Light Image Enhancement–
TCA-Net is proposed, a network built around Thresholded Cross-Attention that targets reliable intensity-chromaticity fusion in the HVI space rather than introducing yet another color representation and delivers competitive restoration accuracy, improved color fidelity, and a compact parameter size.
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Publication data from OpenAlex, with missing venues and authors filled in from Crossref; citation counts are the higher of OpenAlex and Semantic Scholar, last synced 2026-10-11. One-sentence summaries under some papers are written by Semantic Scholar’s model. Citation counts may be lower than on Google Scholar, which indexes more sources.
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