[ICLR 2026 Oral] 🎉Hallucination Begins Where Saliency Drops
☆69Feb 12, 2026Updated 7 months ago
Alternatives and similar repositories for LVLMs-Saliency
Users that are interested in LVLMs-Saliency are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Official code for paper "Reasoning Fails Where Step Flow Breaks" (ACL 2026)☆19Apr 19, 2026Updated 5 months ago
- [ICLR 26] Context Tokens are Anchors: Understanding the Repeat Curse in dMLLMs from an Information Flow Perspective☆38Updated this week
- MLLM hallucination, LVLM, LLM, Hallucination Mitigation, Training-free hallucination mitigation☆35Jul 13, 2026Updated 2 months ago
- [CVPR 2025] Devils in Middle Layers of Large Vision-Language Models: Interpreting, Detecting and Mitigating Object Hallucinations via Att…☆84Oct 9, 2025Updated last year
- Code for paper: Visual Signal Enhancement for Object Hallucination Mitigation in Multimodal Large language Models☆62Dec 18, 2024Updated last year
- Deploy open-source AI quickly and easily - Special Bonus Offer • AdRunpod Hub is built for open source. One-click deployment and autoscaling endpoints without provisioning your own infrastructure.
- [ICLR 2025] MLLM can see? Dynamic Correction Decoding for Hallucination Mitigation☆148Sep 11, 2025Updated last year
- Seeing Far and Clearly: Mitigating Hallucinations in MLLMs with Attention Causal Decoding (CVPR 2025 Oral)☆43Nov 28, 2025Updated 10 months ago
- [ICCV 2025] ONLY: One-Layer Intervention Sufficiently Mitigates Hallucinations in Large Vision-Language Models☆53Jul 7, 2025Updated last year
- Code for Reducing Hallucinations in Vision-Language Models via Latent Space Steering☆120Nov 23, 2024Updated last year
- Code and data for paper "Exploring Hallucination of Large Multimodal Models in Video Understanding: Benchmark, Analysis and Mitigation".☆25Oct 22, 2025Updated 11 months ago
- [ICLR 2026] Official implementation of the paper "📷 On the Generalization Capacities of MLLMs for Spatial Intelligence"☆31Mar 17, 2026Updated 6 months ago
- [CVPR 2025] Mitigating Object Hallucinations in Large Vision-Language Models with Assembly of Global and Local Attention☆71Jul 16, 2024Updated 2 years ago
- [ICLR 2025] Code for Self-Correcting Decoding with Generative Feedback for Mitigating Hallucinations in Large Vision-Language Models☆26Apr 14, 2025Updated last year
- This repository contains the code used for the experiments in the paper "Language Models use Lookbacks to Track Beliefs".☆17Mar 14, 2026Updated 6 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.
- [ICLR 26] Visual Multi-Agent System: Mitigating Hallucination Snowballing via Visual Flow☆47Oct 3, 2025Updated last year
- ☆88Jul 28, 2025Updated last year
- [ICRA 26] C^2ROPE: Causal Continuous Rotary Positional Encoding for 3D Large Multimodal-Models Reasoning☆28Feb 13, 2026Updated 7 months ago
- [ICLR 2026] AdaBlock-dLLM: Semantic-Aware Diffusion LLM Inference via Adaptive Block Size☆17Jan 28, 2026Updated 8 months ago
- [ICCV 2025] Official repository of "Mitigating Object Hallucinations via Sentence-Level Early Intervention".☆32Jul 2, 2026Updated 3 months ago
- [CVPR 2026] Boosting Reasoning in Large Multimodal Models via Activation Replay☆26Aug 25, 2026Updated last month
- Official repository for Robust Multimodal Large Language Models Against Modality Conflict☆23Jul 9, 2025Updated last year
- [NAACL 2025 Oral] From redundancy to relevance: Enhancing explainability in multimodal large language models☆129Jan 30, 2026Updated 8 months ago
- ☆24Apr 12, 2026Updated 5 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.
- DASH: Detection and Assessment of Systematic Hallucinations of VLMs☆16Jul 2, 2025Updated last year
- up-to-date curated list of state-of-the-art Large vision language models hallucinations research work, papers & resources☆332Aug 28, 2026Updated last month
- ✨✨The Curse of Multi-Modalities (CMM): Evaluating Hallucinations of Large Multimodal Models across Language, Visual, and Audio☆55Jul 11, 2025Updated last year
- Official repository for ICLR 2025 paper "Amulet: ReAlignment During Test Time for Personalized Preference Adaptation of LLMs"☆20Mar 18, 2025Updated last year
- [NeurIPS 2025] Official repository for “FlowCut: Rethinking Redundancy via Information Flow for Efficient Vision-Language Models”☆34Dec 9, 2025Updated 10 months ago
- The official implementation for "ImageDoctor: Diagnosing Text-to-Image Generation via Grounded Image Reasoning"☆17Jul 31, 2026Updated 2 months ago
- ☆15Nov 30, 2025Updated 10 months ago
- [CVPR25 Highlight] A ChatGPT-Prompted Visual hallucination Evaluation Dataset, featuring over 100,000 data samples and four advanced eval…☆32Apr 16, 2025Updated last year
- [CVPR 2025] VASparse: Towards Efficient Visual Hallucination Mitigation via Visual-Aware Token Sparsification☆51Mar 24, 2025Updated last year
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- ICLR 2026☆28May 13, 2026Updated 4 months ago
- [ICLR'25] Official code for the paper 'MLLMs Know Where to Look: Training-free Perception of Small Visual Details with Multimodal LLMs'☆390Apr 20, 2025Updated last year
- [NeurIPS 2024] Mitigating Object Hallucination via Concentric Causal Attention☆69Aug 30, 2025Updated last year
- ☆27Nov 20, 2025Updated 10 months ago
- [ICML 2025] Official implementation of paper 'Look Twice Before You Answer: Memory-Space Visual Retracing for Hallucination Mitigation in…☆174Sep 25, 2025Updated last year
- (CVPR 2025) PyramidDrop: Accelerating Your Large Vision-Language Models via Pyramid Visual Redundancy Reduction☆153Mar 6, 2025Updated last year
- Official resource for paper Investigating and Mitigating the Multimodal Hallucination Snowballing in Large Vision-Language Models (ACL 20…☆19Aug 12, 2024Updated 2 years ago