SIRA mitigates hallucinations in LVLMs by internally contrasting full visual access against a masked late-layer branch that retains shared context but lacks fine-grained visual evidence.
MaskCD: Mitigating LVLM hallucinations by image head masked contrastive decoding
2 Pith papers cite this work. Polarity classification is still indexing.
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Pith papers citing it
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cs.CV 2years
2026 2representative citing papers
A causal route gating intervention decomposes attention heads and suppresses text-dominant routes using one-forward/one-gradient estimates to reduce unsupported content generation in LVLMs.
citing papers explorer
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Do We Really Need External Tools to Mitigate Hallucinations? SIRA: Shared-Prefix Internal Reconstruction of Attribution
SIRA mitigates hallucinations in LVLMs by internally contrasting full visual access against a masked late-layer branch that retains shared context but lacks fine-grained visual evidence.
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Mitigating Hallucinations in Large Vision-Language Models via Causal Route Gating
A causal route gating intervention decomposes attention heads and suppresses text-dominant routes using one-forward/one-gradient estimates to reduce unsupported content generation in LVLMs.