% Key papers for Decoding-time hallucination mitigation (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages. @inproceedings{cvpr2024_mitigating_24157, title = {{Mitigating Object Hallucinations in Large Vision-Language Models through Visual Contrastive Decoding}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/29205}, } @inproceedings{cvpr2024_hallusionbench_23681, title = {{HallusionBench: An Advanced Diagnostic Suite for Entangled Language Hallucination and Visual Illusion in Large Vision-Language Models}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/29422}, } @inproceedings{cvpr2024_opera_24317, title = {{OPERA: Alleviating Hallucination in Multi-Modal Large Language Models via Over-Trust Penalty and Retrospection-Allocation}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/30961}, } @inproceedings{cvpr2024_hallucination_23680, title = {{Hallucination Augmented Contrastive Learning for Multimodal Large Language Model}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/29216}, } @inproceedings{cvpr2024_multi_24204, title = {{Multi-Modal Hallucination Control by Visual Information Grounding}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/30302}, } @inproceedings{iclr2024_mitigating_34128, title = {{Mitigating Hallucination in Large Multi-Modal Models via Robust Instruction Tuning}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/18947}, } @inproceedings{aaai2025_detecting_8710, title = {{Detecting and Mitigating Hallucination in Large Vision Language Models via Fine-Grained AI Feedback}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/34744}, } @inproceedings{cvpr2024_throne_24941, title = {{THRONE: An Object-based Hallucination Benchmark for the Free-form Generations of Large Vision-Language Models}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/31860}, } @inproceedings{cvpr2025_mitigating_26965, title = {{Mitigating Object Hallucinations in Large Vision-Language Models with Assembly of Global and Local Attention}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/33641}, } @inproceedings{cvpr2025_seeing_27605, title = {{Seeing Far and Clearly: Mitigating Hallucinations in MLLMs with Attention Causal Decoding}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/35123}, } @inproceedings{cvpr2025_nullu_27088, title = {{Nullu: Mitigating Object Hallucinations in Large Vision-Language Models via HalluSpace Projection}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/33980}, } @inproceedings{neurips2024_code_73274, title = {{CODE: Contrasting Self-generated Description to Combat Hallucination in Large Multi-modal Models}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/94167}, } @inproceedings{aaai2025_mitigating_9960, title = {{Mitigating Hallucinations in Large Vision-Language Models by Adaptively Constraining Information Flow}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/34512}, } @inproceedings{cvpr2025_ict_26564, title = {{ICT: Image-Object Cross-Level Trusted Intervention for Mitigating Object Hallucination in Large Vision-Language Models}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/34264}, } @inproceedings{cvpr2025_antidote_25491, title = {{Antidote: A Unified Framework for Mitigating LVLM Hallucinations in Counterfactual Presupposition and Object Perception}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/33162}, } @inproceedings{cvpr2025_ode_27093, title = {{ODE: Open-Set Evaluation of Hallucinations in Multimodal Large Language Models}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/33160}, } @inproceedings{aaai2025_mole_9972, title = {{MoLE:Decoding by Mixture of Layer Experts Alleviates Hallucination in Large Vision-Language Models}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/34056}, } @inproceedings{icml2024_halc_43874, title = {{HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2024}, url = {https://icml.cc/virtual/2024/poster/34578}, } @inproceedings{iclr2025_mllm_80790, title = {{MLLM can see? Dynamic Correction Decoding for Hallucination Mitigation}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2025}, url = {https://iclr.cc/virtual/2025/poster/30978}, } @inproceedings{iclr2025_mitigating_84089, title = {{Mitigating Object Hallucination in MLLMs via Data-augmented Phrase-level Alignment}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2025}, url = {https://iclr.cc/virtual/2025/poster/27739}, }