| One-for-More: Continual Diffusion Model for Anomaly Detection | Feb 27, 2025 | Anomaly Detectioncontinual anomaly detection | CodeCode Available | 2 |
| Medical Hallucinations in Foundation Models and Their Impact on Healthcare | Feb 26, 2025 | BenchmarkingHallucination | CodeCode Available | 2 |
| PIP-KAG: Mitigating Knowledge Conflicts in Knowledge-Augmented Generation via Parametric Pruning | Feb 21, 2025 | Hallucination | CodeCode Available | 2 |
| Unveiling the Magic of Code Reasoning through Hypothesis Decomposition and Amendment | Feb 17, 2025 | HallucinationLogical Reasoning | CodeCode Available | 2 |
| Knowledge Graph-Guided Retrieval Augmented Generation | Feb 8, 2025 | DiversityHallucination | CodeCode Available | 2 |
| The Hidden Life of Tokens: Reducing Hallucination of Large Vision-Language Models via Visual Information Steering | Feb 5, 2025 | Hallucination | CodeCode Available | 2 |
| CHiP: Cross-modal Hierarchical Direct Preference Optimization for Multimodal LLMs | Jan 28, 2025 | Hallucination | CodeCode Available | 2 |
| Fast Think-on-Graph: Wider, Deeper and Faster Reasoning of Large Language Model on Knowledge Graph | Jan 24, 2025 | Community DetectionHallucination | CodeCode Available | 2 |
| Mitigating Hallucinations in Large Vision-Language Models via DPO: On-Policy Data Hold the Key | Jan 16, 2025 | 16kHallucination | CodeCode Available | 2 |
| Mitigating Object Hallucinations in Large Vision-Language Models with Assembly of Global and Local Attention | Jan 1, 2025 | HallucinationResponse Generation | CodeCode Available | 2 |
| Emma-X: An Embodied Multimodal Action Model with Grounded Chain of Thought and Look-ahead Spatial Reasoning | Dec 16, 2024 | HallucinationRobot Manipulation | CodeCode Available | 2 |
| Granite Guardian | Dec 10, 2024 | HallucinationLanguage Modeling | CodeCode Available | 2 |
| Devils in Middle Layers of Large Vision-Language Models: Interpreting, Detecting and Mitigating Object Hallucinations via Attention Lens | Nov 23, 2024 | Hallucination | CodeCode Available | 2 |
| V-DPO: Mitigating Hallucination in Large Vision Language Models via Vision-Guided Direct Preference Optimization | Nov 5, 2024 | HallucinationLanguage Modeling | CodeCode Available | 2 |
| TimeSuite: Improving MLLMs for Long Video Understanding via Grounded Tuning | Oct 25, 2024 | EgoSchemaHallucination | CodeCode Available | 2 |
| Mitigating Object Hallucination via Concentric Causal Attention | Oct 21, 2024 | HallucinationObject | CodeCode Available | 2 |
| Reducing Hallucinations in Vision-Language Models via Latent Space Steering | Oct 21, 2024 | Hallucination | CodeCode Available | 2 |
| MLLM can see? Dynamic Correction Decoding for Hallucination Mitigation | Oct 15, 2024 | HallucinationLanguage Modeling | CodeCode Available | 2 |
| VideoAgent: Self-Improving Video Generation | Oct 14, 2024 | HallucinationVideo Generation | CodeCode Available | 2 |
| ReFIR: Grounding Large Restoration Models with Retrieval Augmentation | Oct 8, 2024 | HallucinationImage Restoration | CodeCode Available | 2 |
| Mitigating Modality Prior-Induced Hallucinations in Multimodal Large Language Models via Deciphering Attention Causality | Oct 7, 2024 | Causal Inferencecounterfactual | CodeCode Available | 2 |
| Differential Transformer | Oct 7, 2024 | HallucinationIn-Context Learning | CodeCode Available | 2 |
| Look Twice Before You Answer: Memory-Space Visual Retracing for Hallucination Mitigation in Multimodal Large Language Models | Oct 4, 2024 | DecoderHallucination | CodeCode Available | 2 |
| FaithEval: Can Your Language Model Stay Faithful to Context, Even If "The Moon is Made of Marshmallows" | Sep 30, 2024 | counterfactualHallucination | CodeCode Available | 2 |
| SSL: A Self-similarity Loss for Improving Generative Image Super-resolution | Aug 11, 2024 | HallucinationImage Super-Resolution | CodeCode Available | 2 |