most citedBridging the Fairness Gap: Enhancing Pre-trained Models with LLM-Generated Sentences

4 citations · 4 across the 4 of their papers we have counts for

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cs.CV2026

Dismantling Pathological Shortcuts: A Causal Framework for Faithful LVLM Decoding

Liu Yu, Can Chen, Ping Kuang +3

Large Vision-Language Models (LVLMs) exhibit sophisticated reasoning but remain susceptible to object hallucination. Deviating from the prevailing attention intensity assumption, w…

cs.CV2025

Causally-Grounded Dual-Path Attention Intervention for Object Hallucination Mitigation in LVLMs

Liu Yu, Zhonghao Chen, Ping Kuang +4

Object hallucination remains a critical challenge in Large Vision-Language Models (LVLMs), where models generate content inconsistent with visual inputs. Existing language-decoder…