[ACL 2024] Mitigating Hallucinations in Large Vision-Language Models with Instruction Contrastive Decoding
☆19Nov 10, 2025Updated 10 months ago
Alternatives and similar repositories for ICD
Users that are interested in ICD are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- [AAAI 2025] ConVis: Contrastive Decoding with Hallucination Visualization for Mitigating Hallucinations in Multimodal Large Language Mode…☆25Sep 26, 2024Updated last year
- Official Implementation of CODE☆18Sep 26, 2024Updated last year
- Implementation of "Towards Understanding Mixture of Experts in Deep Learning", NeurIPS 2022☆10Jan 6, 2023Updated 3 years ago
- Code for paper: Visual Signal Enhancement for Object Hallucination Mitigation in Multimodal Large language Models☆62Dec 18, 2024Updated last year
- Official resource for paper Investigating and Mitigating the Multimodal Hallucination Snowballing in Large Vision-Language Models (ACL 20…☆18Aug 12, 2024Updated 2 years ago
- Simple, predictable pricing with DigitalOcean hosting • AdAlways know what you'll pay with monthly caps and flat pricing. Enterprise-grade infrastructure trusted by 600k+ customers.
- Code for paper: Unraveling the Shift of Visual Information Flow in MLLMs: From Phased Interaction to Efficient Inference☆14Jun 7, 2025Updated last year
- ☆33Apr 18, 2025Updated last year
- [NeurIPS 2025] Official Implementation for "Enhancing Vision-Language Model Reliability with Uncertainty-Guided Dropout Decoding"☆22Dec 8, 2024Updated last year
- ☆17Aug 20, 2026Updated 3 weeks ago
- Code for ICLR 2025 Paper: Visual Description Grounding Reduces Hallucinations and Boosts Reasoning in LVLMs☆25May 7, 2025Updated last year
- [ICLR 2025] MLLM can see? Dynamic Correction Decoding for Hallucination Mitigation☆147Sep 11, 2025Updated last year
- Code for Reducing Hallucinations in Vision-Language Models via Latent Space Steering☆120Nov 23, 2024Updated last year
- 🚀enhanced GRPO with more verifiable rewards and real-time evaluators☆37Jan 27, 2026Updated 7 months ago
- [NeurIPS 2024] Mitigating Object Hallucination via Concentric Causal Attention☆68Aug 30, 2025Updated 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.
- 😎 Awesome papers on token redundancy reduction☆14Mar 12, 2025Updated last year
- HallE-Control: Controlling Object Hallucination in LMMs☆32Apr 10, 2024Updated 2 years ago
- Modular Pluralism @ EMNLP 2024☆26Sep 20, 2024Updated last year
- Textual Localization: Decomposing Multi-concept Images for Subject-Driven Text-to-Image Generation☆16Mar 10, 2024Updated 2 years ago
- [EMNLP'25] A novel alignment framework that leverages image retrieval to mitigate hallucinations in Vision Language Models.☆52Aug 21, 2025Updated last year
- [CVPR 2025] Devils in Middle Layers of Large Vision-Language Models: Interpreting, Detecting and Mitigating Object Hallucinations via Att…☆84Oct 9, 2025Updated 11 months ago
- Collection of papers about video-audio understanding☆25Dec 26, 2025Updated 8 months ago
- Abstractive text summarization done with the help of LSTMs using encoder-decoder model which was able to achieve accuracy of 77.27% on t…☆10Sep 22, 2020Updated 5 years ago
- Look, Compare, Decide: Alleviating Hallucination in Large Vision-Language Models via Multi-View Multi-Path Reasoning☆24Sep 9, 2024Updated 2 years 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.
- VHTest☆16Oct 31, 2024Updated last year
- LangXAI: Integrating Large Vision Models for Generating Textual Explanations to Enhance Explainability in Visual Perception Tasks☆19Oct 3, 2024Updated last year
- [CVPR2025] The implementation of the paper "OODD: Test-time Out-of-Distribution Detection with Dynamic Dictionary".☆19May 9, 2025Updated last year
- [CVPR 2026 Highlight] Thinking in Uncertainty: Mitigating Hallucinations in MLRMs with Latent Entropy-Aware Decoding☆98Apr 9, 2026Updated 5 months ago
- [ICML 2025] Official implementation of paper 'Look Twice Before You Answer: Memory-Space Visual Retracing for Hallucination Mitigation in…☆173Sep 25, 2025Updated 11 months ago
- [ICLR 2025] DebGCD: Debiased Learning with Distribution Guidance for Generalized Category Discovery☆16Sep 27, 2025Updated 11 months ago
- [ICCV 2025] ONLY: One-Layer Intervention Sufficiently Mitigates Hallucinations in Large Vision-Language Models☆52Jul 7, 2025Updated last year
- 【NeurIPS 2024】The official code of paper "Automated Multi-level Preference for MLLMs"☆23Sep 26, 2024Updated last year
- ☆19Sep 1, 2025Updated last year
- 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.
- Code and data for ACL 2024 paper on 'Cross-Modal Projection in Multimodal LLMs Doesn't Really Project Visual Attributes to Textual Space'☆18Jul 21, 2024Updated 2 years ago
- [ICLR 2024] Test-Time RL with CLIP Feedback for Vision-Language Models.☆103Oct 20, 2025Updated 10 months ago
- [ICLR '25] Official Pytorch implementation of "Interpreting and Editing Vision-Language Representations to Mitigate Hallucinations"☆105Nov 30, 2025Updated 9 months ago
- [CVPR'25] Attention IoU: Examining Biases in CelebA using Attention Maps☆13Mar 26, 2025Updated last year
- 🔥 [NeurIPS 2025] Official implementation of "Generate, but Verify: Reducing Visual Hallucination in Vision-Language Models with Retrospe…☆59Jan 22, 2026Updated 7 months ago
- [ACL 2025] Cracking the Code of Hallucination in LVLMs with Vision-aware Head Divergence☆20Jun 10, 2025Updated last year
- [EMNLP 2024] Official repository for paper "From the Least to the Most: Building a Plug-and-Play Visual Reasoner via Data Synthesis"☆22Oct 15, 2024Updated last year