| 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 |
| Seeing What's Not There: Spurious Correlation in Multimodal LLMs | Mar 11, 2025 | HallucinationObject | —Unverified | 0 |
| OmniPaint: Mastering Object-Oriented Editing via Disentangled Insertion-Removal Inpainting | Mar 11, 2025 | HallucinationObject | —Unverified | 0 |
| EAZY: Eliminating Hallucinations in LVLMs by Zeroing out Hallucinatory Image Tokens | Mar 10, 2025 | HallucinationLanguage Modeling | —Unverified | 0 |
| Vision-Encoders (Already) Know What They See: Mitigating Object Hallucination via Simple Fine-Grained CLIPScore | Feb 27, 2025 | HallucinationObject | CodeCode Available | 0 |