Beyond Attention Imbalance: Mitigating Hallucinations via Spectral Surgery
cs.CV
Submitted: 2026-09-29
Updated: 2026-09-29
Code: https://github.com/a6103121/FLASH
Terminology
Sources
- ShareGPT4V: Improving Large Multi-Modal Models with Better Captions
- Why Is Spatial Reasoning Hard for VLMs? An Attention Mechanism Perspective on Focus Areas
- Do You Keep an Eye on What I Ask? Mitigating Multimodal Hallucination via Attention-Guided Ensemble Decoding
- DoLa: Decoding by Contrasting Layers Improves Factuality in Large Language Models
- MME: A Comprehensive Evaluation Benchmark for Multimodal Large Language Models
- Detecting and Preventing Hallucinations in Large Vision Language Models
- OPERA: Alleviating Hallucination in Multi-Modal Large Language Models via Over-Trust Penalty and Retrospection-Allocation
- GQA: A New Dataset for Real-World Visual Reasoning and Compositional Question Answering
- Self-Introspective Decoding: Alleviating Hallucinations for Large Vision-Language Models
- Silkie: Preference Distillation for Large Visual Language Models
- Seeing but Not Believing: Probing the Disconnect Between Visual Attention and Answer Correctness in VLMs
- Contrastive Decoding Improves Reasoning in Large Language Models
- How Do Vision Transformers Work?
- Direct Preference Optimization: Your Language Model is Secretly a Reward Model
- A-OKVQA: A Benchmark for Visual Question Answering using World Knowledge
- Aligning Large Multimodal Models with Factually Augmented RLHF
- mDPO: Conditional Preference Optimization for Multimodal Large Language Models
- High Frequency Component Helps Explain the Generalization of Convolutional Neural Networks
- AMBER: An LLM-free Multi-dimensional Benchmark for MLLMs Hallucination Evaluation
- Mitigating Hallucinations in Large Vision-Language Models with Instruction Contrastive Decoding
Related papers
- Loss Knows Best: Detecting Annotation Errors in Videos via Loss Trajectories
- AnchorWeave: World-Consistent Video Generation with Retrieved Local Spatial Memories
- Benchmarking the Robustness of Foundation Models for Mammography under Domain Shift
- MambaX-Net: Dual-Input Mamba-Enhanced Cross-Attention Network for Longitudinal MRI Segmentation
- TeleOCR: Navigating Document Parsing Across Digital and Camera-Captured Documents
- A Survey on Efficient Vision-Language-Action Models