[ICLR 2025] Mitigating Modality Prior-Induced Hallucinations in Multimodal Large Language Models via Deciphering Attention Causality
☆67Jul 5, 2025Updated last year
Alternatives and similar repositories for CausalMM
Users that are interested in CausalMM are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Latest Advances on Modality Priors in Multimodal Large Language Models☆30Dec 10, 2025Updated 7 months ago
- [ICLR 2025] MLLM can see? Dynamic Correction Decoding for Hallucination Mitigation☆147Sep 11, 2025Updated 10 months ago
- Code for paper: Visual Signal Enhancement for Object Hallucination Mitigation in Multimodal Large language Models☆61Dec 18, 2024Updated last year
- [CVPR 2025] Devils in Middle Layers of Large Vision-Language Models: Interpreting, Detecting and Mitigating Object Hallucinations via Att…☆84Oct 9, 2025Updated 9 months ago
- [ICML 2025] Official implementation of paper 'Look Twice Before You Answer: Memory-Space Visual Retracing for Hallucination Mitigation in…☆171Sep 25, 2025Updated 10 months ago
- GPUs on demand by Runpod - Special Offer Available • AdRun AI, ML, and HPC workloads on powerful cloud GPUs—without limits or wasted spend. Deploy GPUs in under a minute and pay by the second.
- Code for Reducing Hallucinations in Vision-Language Models via Latent Space Steering☆117Nov 23, 2024Updated last year
- [CVPR 2025] Mitigating Object Hallucinations in Large Vision-Language Models with Assembly of Global and Local Attention☆68Jul 16, 2024Updated 2 years ago
- ☆33Apr 18, 2025Updated last year
- ☆15Jan 9, 2026Updated 6 months ago
- [CVPR 2025] VASparse: Towards Efficient Visual Hallucination Mitigation via Visual-Aware Token Sparsification☆50Mar 24, 2025Updated last year
- [ICLR 26] Context Tokens are Anchors: Understanding the Repeat Curse in dMLLMs from an Information Flow Perspective☆16Mar 6, 2026Updated 4 months ago
- ☆86Jul 28, 2025Updated last year
- 🔥🔥[NeurIPS2025]Exploring and mitigating semantic hallucinations in scene text perception and reasoning☆30Dec 11, 2025Updated 7 months ago
- [CVPR 2024 Highlight] Mitigating Object Hallucinations in Large Vision-Language Models through Visual Contrastive Decoding☆411Oct 7, 2024Updated last year
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- This repo contains the code for the paper "Understanding and Mitigating Hallucinations in Large Vision-Language Models via Modular Attrib…☆39Jul 14, 2025Updated last year
- Code for paper: Nullu: Mitigating Object Hallucinations in Large Vision-Language Models via HalluSpace Projection☆63Mar 13, 2025Updated last year
- Official implementation of "MMNeuron: Discovering Neuron-Level Domain-Specific Interpretation in Multimodal Large Language Model". Our co…☆26Dec 20, 2024Updated last year
- Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective (ACL 2024)☆58Oct 28, 2024Updated last year
- [NeurIPS 2024] Mitigating Object Hallucination via Concentric Causal Attention☆67Aug 30, 2025Updated 10 months ago
- [ICLR 2025] Code for Self-Correcting Decoding with Generative Feedback for Mitigating Hallucinations in Large Vision-Language Models☆26Apr 14, 2025Updated last year
- Collected the world's best computer vision labs and lecture materials.☆15Feb 23, 2025Updated last year
- Seeing Far and Clearly: Mitigating Hallucinations in MLLMs with Attention Causal Decoding (CVPR 2025 Oral)☆43Nov 28, 2025Updated 8 months ago
- Connectivity-contrastive learning (CCL)☆12Feb 16, 2023Updated 3 years ago
- Proton VPN Special Offer - Get 70% off • AdSpecial partner offer. Trusted by over 100 million users worldwide. Tested, Approved and Recommended by Experts.
- [NeurIPS 2025] Official Implementation for "Enhancing Vision-Language Model Reliability with Uncertainty-Guided Dropout Decoding"☆22Dec 8, 2024Updated last year
- ☆14Apr 9, 2026Updated 3 months ago
- [ICLR 2026🔥] SHIELD: Suppressing Hallucinations In LVLM Encoders via Bias and Vulnerability Defense☆17Mar 24, 2026Updated 4 months ago
- Latest Advances on (RL based) Multimodal Reasoning and Generation in Multimodal LLMs☆83Updated this week
- [ACL 2025 Findings] Official pytorch implementation of "Don't Miss the Forest for the Trees: Attentional Vision Calibration for Large Vis…☆25Jul 21, 2024Updated 2 years ago
- PyTorch implementation of our CVPR 2024 paper "Unified Entropy Optimization for Open-Set Test-Time Adaptation"☆33Aug 30, 2024Updated last year
- [AAAI 2025] ConVis: Contrastive Decoding with Hallucination Visualization for Mitigating Hallucinations in Multimodal Large Language Mode…☆25Sep 26, 2024Updated last year
- [NeurIPS2024] Repo for the paper `ControlMLLM: Training-Free Visual Prompt Learning for Multimodal Large Language Models'☆211Jul 17, 2025Updated last year
- [ACL 2024] Mitigating Hallucinations in Large Vision-Language Models with Instruction Contrastive Decoding☆18Nov 10, 2025Updated 8 months ago
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- up-to-date curated list of state-of-the-art Large vision language models hallucinations research work, papers & resources☆325Feb 8, 2026Updated 5 months ago
- ☆68Jan 23, 2026Updated 6 months ago
- [CVPR2026] V-Attack: Targeting Disentangled Value Features for Controllable Adversarial Attacks on LVLMs☆20Dec 8, 2025Updated 7 months ago
- ☆35Jul 9, 2025Updated last year
- The official repo for "Where do Large Vision-Language Models Look at when Answering Questions?"☆72Jan 7, 2026Updated 6 months ago
- Causal Differential Networks (ICML 2025)☆15Jun 3, 2025Updated last year
- [NeurIPS 2025] Official repository for “FlowCut: Rethinking Redundancy via Information Flow for Efficient Vision-Language Models”☆32Dec 9, 2025Updated 7 months ago