| Revisit What You See: Disclose Language Prior in Vision Tokens for Efficient Guided Decoding of LVLMs | Jun 11, 2025 | HallucinationObject Hallucination | CodeCode Available | 1 |
| SECOND: Mitigating Perceptual Hallucination in Vision-Language Models via Selective and Contrastive Decoding | Jun 10, 2025 | HallucinationObject Hallucination | CodeCode Available | 0 |
| Reducing Object Hallucination in Large Audio-Language Models via Audio-Aware Decoding | Jun 8, 2025 | HallucinationObject Hallucination | —Unverified | 0 |
| Retrieval Visual Contrastive Decoding to Mitigate Object Hallucinations in Large Vision-Language Models | May 26, 2025 | HallucinationObject Hallucination | CodeCode Available | 0 |
| Visual Instruction Bottleneck Tuning | May 20, 2025 | HallucinationObject Hallucination | —Unverified | 0 |
| A Comprehensive Analysis for Visual Object Hallucination in Large Vision-Language Models | May 4, 2025 | AttributeHallucination | —Unverified | 0 |
| Black-Box Visual Prompt Engineering for Mitigating Object Hallucination in Large Vision Language Models | Apr 30, 2025 | HallucinationObject | —Unverified | 0 |
| CAFe: Unifying Representation and Generation with Contrastive-Autoregressive Finetuning | Mar 25, 2025 | HallucinationLanguage Modeling | CodeCode Available | 1 |
| ClearSight: Visual Signal Enhancement for Object Hallucination Mitigation in Multimodal Large language Models | Mar 17, 2025 | Computational EfficiencyHallucination | CodeCode Available | 2 |
| TruthPrInt: Mitigating LVLM Object Hallucination Via Latent Truthful-Guided Pre-Intervention | Mar 13, 2025 | HallucinationObject Hallucination | CodeCode Available | 1 |