InEx: Hallucination Mitigation via Introspection and Cross-Modal Multi-Agent Collaboration
Fuente:
arXiv
Saved in:
| Main Authors: | Yang, Zhongyu, Yuan, Yingfang, Jiang, Xuanming, An, Baoyi, Pang, Wei |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
SVAgent: Storyline-Guided Long Video Understanding via Cross-Modal Multi-Agent Collaboration
by: Yang, Zhongyu, et al.
Published: (2026)
by: Yang, Zhongyu, et al.
Published: (2026)
Script: Graph-Structured and Query-Conditioned Semantic Token Pruning for Multimodal Large Language Models
by: Yang, Zhongyu, et al.
Published: (2025)
by: Yang, Zhongyu, et al.
Published: (2025)
Spotlight and Shadow: Attention-Guided Dual-Anchor Introspective Decoding for MLLM Hallucination Mitigation
by: Wu, Yebo, et al.
Published: (2026)
by: Wu, Yebo, et al.
Published: (2026)
Vision-Language Introspection: Mitigating Overconfident Hallucinations in MLLMs via Interpretable Bi-Causal Steering
by: Liu, Shuliang, et al.
Published: (2026)
by: Liu, Shuliang, et al.
Published: (2026)
Visual Attention Drifts,but Anchors Hold:Mitigating Hallucination in Multimodal Large Language Models via Cross-Layer Visual Anchors
by: Yang, Chengxu, et al.
Published: (2026)
by: Yang, Chengxu, et al.
Published: (2026)
Cross-Modal Attention Calibration for LVLM Hallucination Mitigation
by: Li, Jiaming, et al.
Published: (2025)
by: Li, Jiaming, et al.
Published: (2025)
Event-based Video Person Re-identification via Cross-Modality and Temporal Collaboration
by: Li, Renkai, et al.
Published: (2025)
by: Li, Renkai, et al.
Published: (2025)
MoD-DPO: Towards Mitigating Cross-modal Hallucinations in Omni LLMs using Modality Decoupled Preference Optimization
by: Chaubey, Ashutosh, et al.
Published: (2026)
by: Chaubey, Ashutosh, et al.
Published: (2026)
Capturing Gaze Shifts for Guidance: Cross-Modal Fusion Enhancement for VLM Hallucination Mitigation
by: Qi, Zheng, et al.
Published: (2025)
by: Qi, Zheng, et al.
Published: (2025)
Mitigating Object Hallucinations via Sentence-Level Early Intervention
by: Peng, Shangpin, et al.
Published: (2025)
by: Peng, Shangpin, et al.
Published: (2025)
Visual Multi-Agent System: Mitigating Hallucination Snowballing via Visual Flow
by: Yu, Xinlei, et al.
Published: (2025)
by: Yu, Xinlei, et al.
Published: (2025)
SAVAA: Mitigating Hallucinations in LVLMs via Step-wise Adaptive Visual Attention Amplification
by: Zhang, Jiacheng, et al.
Published: (2026)
by: Zhang, Jiacheng, et al.
Published: (2026)
Align3D-AD: Cross-Modal Feature Alignment and Dual-Prompt Learning for Zero-shot 3D Anomaly Detection
by: Bai, Letian, et al.
Published: (2026)
by: Bai, Letian, et al.
Published: (2026)
Modality Bias in LVLMs: Analyzing and Mitigating Object Hallucination via Attention Lens
by: Zheng, Haohan, et al.
Published: (2025)
by: Zheng, Haohan, et al.
Published: (2025)
Pensieve: Retrospect-then-Compare Mitigates Visual Hallucination
by: Yang, Dingchen, et al.
Published: (2024)
by: Yang, Dingchen, et al.
Published: (2024)
MM-Snowball: Evaluating and Mitigating Hallucination Snowballing in Multimodal Multi-Turn Dialogue
by: Jiang, Yue, et al.
Published: (2026)
by: Jiang, Yue, et al.
Published: (2026)
When Images Speak Louder: Mitigating Language Bias-induced Hallucinations in VLMs through Cross-Modal Guidance
by: Cao, Jinjin, et al.
Published: (2025)
by: Cao, Jinjin, et al.
Published: (2025)
Hollywood Town: Long-Video Generation via Cross-Modal Multi-Agent Orchestration
by: Wei, Zheng, et al.
Published: (2025)
by: Wei, Zheng, et al.
Published: (2025)
What can Off-the-Shelves Large Multi-Modal Models do for Dynamic Scene Graph Generation?
by: Cui, Xuanming, et al.
Published: (2025)
by: Cui, Xuanming, et al.
Published: (2025)
Self-Introspective Decoding: Alleviating Hallucinations for Large Vision-Language Models
by: Huo, Fushuo, et al.
Published: (2024)
by: Huo, Fushuo, et al.
Published: (2024)
Cross-Modal Mapping: Mitigating the Modality Gap for Few-Shot Image Classification
by: Yang, Xi, et al.
Published: (2024)
by: Yang, Xi, et al.
Published: (2024)
Mitigating Modality Prior-Induced Hallucinations in Multimodal Large Language Models via Deciphering Attention Causality
by: Zhou, Guanyu, et al.
Published: (2024)
by: Zhou, Guanyu, et al.
Published: (2024)
MultiHaystack: Benchmarking Multimodal Retrieval and Reasoning over 40K Images, Videos, and Documents
by: Xu, Dannong, et al.
Published: (2026)
by: Xu, Dannong, et al.
Published: (2026)
M2I2HA: Multi-modal Object Detection Based on Intra- and Inter-Modal Hypergraph Attention
by: Yang, Xiaofan, et al.
Published: (2026)
by: Yang, Xiaofan, et al.
Published: (2026)
Collaborative Uncertainty Benefits Multi-Agent Multi-Modal Trajectory Forecasting
by: Tang, Bohan, et al.
Published: (2022)
by: Tang, Bohan, et al.
Published: (2022)
Pragmatic Communication in Multi-Agent Collaborative Perception
by: Hu, Yue, et al.
Published: (2024)
by: Hu, Yue, et al.
Published: (2024)
Dense Audio-Visual Event Localization under Cross-Modal Consistency and Multi-Temporal Granularity Collaboration
by: Zhou, Ziheng, et al.
Published: (2024)
by: Zhou, Ziheng, et al.
Published: (2024)
HIME: Mitigating Object Hallucinations in LVLMs via Hallucination Insensitivity Model Editing
by: Akl, Ahmed, et al.
Published: (2026)
by: Akl, Ahmed, et al.
Published: (2026)
XR: Cross-Modal Agents for Composed Image Retrieval
by: Yang, Zhongyu, et al.
Published: (2026)
by: Yang, Zhongyu, et al.
Published: (2026)
IMTBench: A Multi-Scenario Cross-Modal Collaborative Evaluation Benchmark for In-Image Machine Translation
by: Lyu, Jiahao, et al.
Published: (2026)
by: Lyu, Jiahao, et al.
Published: (2026)
KVSmooth: Mitigating Hallucination in Multi-modal Large Language Models through Key-Value Smoothing
by: Jiang, Siyu, et al.
Published: (2026)
by: Jiang, Siyu, et al.
Published: (2026)
Mitigating Object Hallucinations in MLLMs via Multi-Frequency Perturbations
by: Li, Shuo, et al.
Published: (2025)
by: Li, Shuo, et al.
Published: (2025)
Tracing and Mitigating Hallucinations in Multimodal LLMs via Dynamic Attention Localization
by: Yang, Tiancheng, et al.
Published: (2025)
by: Yang, Tiancheng, et al.
Published: (2025)
Manipulating Multimodal Agents via Cross-Modal Prompt Injection
by: Wang, Le, et al.
Published: (2025)
by: Wang, Le, et al.
Published: (2025)
Mitigating Action-Relation Hallucinations in LVLMs via Relation-aware Visual Enhancement
by: Qin, Zhenxin, et al.
Published: (2026)
by: Qin, Zhenxin, et al.
Published: (2026)
Mitigating Hallucination in Large Multi-Modal Models via Robust Instruction Tuning
by: Liu, Fuxiao, et al.
Published: (2023)
by: Liu, Fuxiao, et al.
Published: (2023)
Interpreting and Mitigating Hallucination in MLLMs through Multi-agent Debate
by: Lin, Zheng, et al.
Published: (2024)
by: Lin, Zheng, et al.
Published: (2024)
Mitigating Object Hallucination via Robust Local Perception Search
by: Gao, Zixian, et al.
Published: (2025)
by: Gao, Zixian, et al.
Published: (2025)
Multi-Modal Face Anti-Spoofing via Cross-Modal Feature Transitions
by: Chong, Jun-Xiong, et al.
Published: (2025)
by: Chong, Jun-Xiong, et al.
Published: (2025)
NADER: Neural Architecture Design via Multi-Agent Collaboration
by: Yang, Zekang, et al.
Published: (2024)
by: Yang, Zekang, et al.
Published: (2024)
Similar Items
-
SVAgent: Storyline-Guided Long Video Understanding via Cross-Modal Multi-Agent Collaboration
by: Yang, Zhongyu, et al.
Published: (2026) -
Script: Graph-Structured and Query-Conditioned Semantic Token Pruning for Multimodal Large Language Models
by: Yang, Zhongyu, et al.
Published: (2025) -
Spotlight and Shadow: Attention-Guided Dual-Anchor Introspective Decoding for MLLM Hallucination Mitigation
by: Wu, Yebo, et al.
Published: (2026) -
Vision-Language Introspection: Mitigating Overconfident Hallucinations in MLLMs via Interpretable Bi-Causal Steering
by: Liu, Shuliang, et al.
Published: (2026) -
Visual Attention Drifts,but Anchors Hold:Mitigating Hallucination in Multimodal Large Language Models via Cross-Layer Visual Anchors
by: Yang, Chengxu, et al.
Published: (2026)