[ICLR 2026 Oral] 🎉Hallucination Begins Where Saliency Drops
☆69Feb 12, 2026Updated 6 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 4 months ago
- [ICLR 26] Context Tokens are Anchors: Understanding the Repeat Curse in dMLLMs from an Information Flow Perspective☆21Mar 6, 2026Updated 5 months ago
- [CVPR 2025] Devils in Middle Layers of Large Vision-Language Models: Interpreting, Detecting and Mitigating Object Hallucinations via Att…☆85Oct 9, 2025Updated 10 months ago
- Code for paper: Visual Signal Enhancement for Object Hallucination Mitigation in Multimodal Large language Models☆63Dec 18, 2024Updated last year
- [ICLR 2025] MLLM can see? Dynamic Correction Decoding for Hallucination Mitigation☆148Sep 11, 2025Updated 11 months ago
- AI Agents on DigitalOcean Gradient AI Platform • AdBuild production-ready AI agents using customizable tools or access multiple LLMs through a single endpoint. Create custom knowledge bases or connect external data.
- [ICCV 2025] ONLY: One-Layer Intervention Sufficiently Mitigates Hallucinations in Large Vision-Language Models☆51Jul 7, 2025Updated last year
- Seeing Far and Clearly: Mitigating Hallucinations in MLLMs with Attention Causal Decoding (CVPR 2025 Oral)☆43Nov 28, 2025Updated 9 months ago
- 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 10 months ago
- [CVPR 2025] Mitigating Object Hallucinations in Large Vision-Language Models with Assembly of Global and Local Attention☆69Jul 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 5 months ago
- ☆88Jul 28, 2025Updated last year
- [ICRA 26] C^2ROPE: Causal Continuous Rotary Positional Encoding for 3D Large Multimodal-Models Reasoning☆28Feb 13, 2026Updated 6 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.
- [ICLR 2026] AdaBlock-dLLM: Semantic-Aware Diffusion LLM Inference via Adaptive Block Size☆16Jan 28, 2026Updated 7 months ago
- [ICCV 2025] Official repository of "Mitigating Object Hallucinations via Sentence-Level Early Intervention".☆32Jul 2, 2026Updated last month
- [CVPR 2026] Boosting Reasoning in Large Multimodal Models via Activation Replay☆23Updated this week
- Official repository for Robust Multimodal Large Language Models Against Modality Conflict☆22Jul 9, 2025Updated last year
- [NAACL 2025 Oral] From redundancy to relevance: Enhancing explainability in multimodal large language models☆129Jan 30, 2026Updated 7 months ago
- [NeurIPS 2025] More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models☆82May 31, 2025Updated last year
- ☆24Apr 12, 2026Updated 4 months ago
- 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☆328Aug 22, 2026Updated last week
- GPU virtual machines on DigitalOcean Gradient AI • AdGet to production fast with high-performance AMD and NVIDIA GPUs you can spin up in seconds. The definition of operational simplicity.
- ✨✨The Curse of Multi-Modalities (CMM): Evaluating Hallucinations of Large Multimodal Models across Language, Visual, and Audio☆55Jul 11, 2025Updated last year
- Code for ICLR 2025 Paper: Visual Description Grounding Reduces Hallucinations and Boosts Reasoning in LVLMs☆25May 7, 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”☆33Dec 9, 2025Updated 8 months ago
- ☆15Nov 30, 2025Updated 8 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☆50Mar 24, 2025Updated last year
- Towards a Mechanistic Interpretation of Multi-Step Reasoning Capabilities of Language Models☆16Nov 4, 2023Updated 2 years ago
- ICLR 2026☆30May 13, 2026Updated 3 months ago
- End-to-end encrypted email - Proton Mail • AdSpecial offer: 40% Off Yearly / 80% Off First Month. All Proton services are open source and independently audited for security.
- Official PyTorch implementation for Revisiting LRP: Positional Attribution as the Missing Ingredient for Transformer Explainability [Neur…☆17Jul 7, 2025Updated last year
- [NeurIPS 2024] Mitigating Object Hallucination via Concentric Causal Attention☆68Aug 30, 2025Updated last year
- ☆27Nov 20, 2025Updated 9 months ago
- [ICML 2025] Official implementation of paper 'Look Twice Before You Answer: Memory-Space Visual Retracing for Hallucination Mitigation in…☆172Sep 25, 2025Updated 11 months ago
- (CVPR 2025) PyramidDrop: Accelerating Your Large Vision-Language Models via Pyramid Visual Redundancy Reduction☆151Mar 6, 2025Updated 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
- 🔥 [NeurIPS 2025] Official implementation of "Generate, but Verify: Reducing Visual Hallucination in Vision-Language Models with Retrospe…☆59Jan 22, 2026Updated 7 months ago