Reducing Hallucinations in Vision-Language Models via Latent Space Steering
Fuente:
arXiv
Saved in:
| Main Authors: | Liu, Sheng, Ye, Haotian, Xing, Lei, Zou, James |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Who Brings the Frisbee: Probing Hidden Hallucination Factors in Large Vision-Language Model via Causality Analysis
by: Huang, Po-Hsuan, et al.
Published: (2024)
by: Huang, Po-Hsuan, et al.
Published: (2024)
Seeing is Believing: Mitigating Hallucination in Large Vision-Language Models via CLIP-Guided Decoding
by: Deng, Ailin, et al.
Published: (2024)
by: Deng, Ailin, et al.
Published: (2024)
Latent Space Probing for Adult Content Detection in Video Generative Models
by: Khatri, Alizishaan, et al.
Published: (2026)
by: Khatri, Alizishaan, et al.
Published: (2026)
Dual Memory Networks: A Versatile Adaptation Approach for Vision-Language Models
by: Zhang, Yabin, et al.
Published: (2024)
by: Zhang, Yabin, et al.
Published: (2024)
Understanding the Fine-Grained Knowledge Capabilities of Vision-Language Models
by: Ghosh, Dhruba, et al.
Published: (2026)
by: Ghosh, Dhruba, et al.
Published: (2026)
RMAdapter: Reconstruction-based Multi-Modal Adapter for Vision-Language Models
by: Lin, Xiang, et al.
Published: (2025)
by: Lin, Xiang, et al.
Published: (2025)
X-Prompt: Towards Universal In-Context Image Generation in Auto-Regressive Vision Language Foundation Models
by: Sun, Zeyi, et al.
Published: (2024)
by: Sun, Zeyi, et al.
Published: (2024)
HaloQuest: A Visual Hallucination Dataset for Advancing Multimodal Reasoning
by: Wang, Zhecan, et al.
Published: (2024)
by: Wang, Zhecan, et al.
Published: (2024)
Make VLM Recognize Visual Hallucination on Cartoon Character Image with Pose Information
by: Kim, Bumsoo, et al.
Published: (2024)
by: Kim, Bumsoo, et al.
Published: (2024)
The Hidden Life of Tokens: Reducing Hallucination of Large Vision-Language Models via Visual Information Steering
by: Li, Zhuowei, et al.
Published: (2025)
by: Li, Zhuowei, et al.
Published: (2025)
PlanLLM: Video Procedure Planning with Refinable Large Language Models
by: Yang, Dejie, et al.
Published: (2024)
by: Yang, Dejie, et al.
Published: (2024)
Vision-Language Meets the Skeleton: Progressively Distillation with Cross-Modal Knowledge for 3D Action Representation Learning
by: Chen, Yang, et al.
Published: (2024)
by: Chen, Yang, et al.
Published: (2024)
Scalable Object Relation Encoding for Better 3D Spatial Reasoning in Large Language Models
by: Zhou, Shengli, et al.
Published: (2026)
by: Zhou, Shengli, et al.
Published: (2026)
Words or Vision: Do Vision-Language Models Have Blind Faith in Text?
by: Deng, Ailin, et al.
Published: (2025)
by: Deng, Ailin, et al.
Published: (2025)
LookAhead Tuning: Safer Language Models via Partial Answer Previews
by: Liu, Kangwei, et al.
Published: (2025)
by: Liu, Kangwei, et al.
Published: (2025)
Image Complexity-Aware Adaptive Retrieval for Efficient Vision-Language Models
by: Williams-Lekuona, Mikel, et al.
Published: (2025)
by: Williams-Lekuona, Mikel, et al.
Published: (2025)
T-TAME: Trainable Attention Mechanism for Explaining Convolutional Networks and Vision Transformers
by: Ntrougkas, Mariano V., et al.
Published: (2024)
by: Ntrougkas, Mariano V., et al.
Published: (2024)
RDPM: Solve Diffusion Probabilistic Models via Recurrent Token Prediction
by: Wu, Xiaoping, et al.
Published: (2024)
by: Wu, Xiaoping, et al.
Published: (2024)
Deciphering Personalization: Towards Fine-Grained Explainability in Natural Language for Personalized Image Generation Models
by: Wang, Haoming, et al.
Published: (2025)
by: Wang, Haoming, et al.
Published: (2025)
Integrating Large Language Models into a Tri-Modal Architecture for Automated Depression Classification on the DAIC-WOZ
by: Patapati, Santosh V.
Published: (2024)
by: Patapati, Santosh V.
Published: (2024)
ClassWise-CRF: Category-Specific Fusion for Enhanced Semantic Segmentation of Remote Sensing Imagery
by: Zhu, Qinfeng, et al.
Published: (2025)
by: Zhu, Qinfeng, et al.
Published: (2025)
Text Slider: Efficient and Plug-and-Play Continuous Concept Control for Image/Video Synthesis via LoRA Adapters
by: Chiu, Pin-Yen, et al.
Published: (2025)
by: Chiu, Pin-Yen, et al.
Published: (2025)
MagicMotion: Controllable Video Generation with Dense-to-Sparse Trajectory Guidance
by: Li, Quanhao, et al.
Published: (2025)
by: Li, Quanhao, et al.
Published: (2025)
LayerT2V: A Unified Multi-Layer Video Generation Framework
by: Li, Guangzhao, et al.
Published: (2025)
by: Li, Guangzhao, et al.
Published: (2025)
MLLM can see? Dynamic Correction Decoding for Hallucination Mitigation
by: Wang, Chenxi, et al.
Published: (2024)
by: Wang, Chenxi, et al.
Published: (2024)
Evaluating the Impact of Point Cloud Colorization on Semantic Segmentation Accuracy
by: Zhu, Qinfeng, et al.
Published: (2024)
by: Zhu, Qinfeng, et al.
Published: (2024)
FlashMotion: Few-Step Controllable Video Generation with Trajectory Guidance
by: Li, Quanhao, et al.
Published: (2026)
by: Li, Quanhao, et al.
Published: (2026)
Discover Your Neighbors: Advanced Stable Test-Time Adaptation in Dynamic World
by: Jiang, Qinting, et al.
Published: (2024)
by: Jiang, Qinting, et al.
Published: (2024)
Continuous Sign Language Recognition System using Deep Learning with MediaPipe Holistic
by: Srivastava, Sharvani, et al.
Published: (2024)
by: Srivastava, Sharvani, et al.
Published: (2024)
Mitigating Hallucinations in Large Vision-Language Models with Instruction Contrastive Decoding
by: Wang, Xintong, et al.
Published: (2024)
by: Wang, Xintong, et al.
Published: (2024)
Human-Centric Foundation Models: Perception, Generation and Agentic Modeling
by: Tang, Shixiang, et al.
Published: (2025)
by: Tang, Shixiang, et al.
Published: (2025)
SIDA: Synthetic Image Driven Zero-shot Domain Adaptation
by: Kim, Ye-Chan, et al.
Published: (2025)
by: Kim, Ye-Chan, et al.
Published: (2025)
Enhancing multimodal cooperation via sample-level modality valuation
by: Wei, Yake, et al.
Published: (2023)
by: Wei, Yake, et al.
Published: (2023)
Learning to See Before Seeing: Demystifying LLM Visual Priors from Language Pre-training
by: Han, Junlin, et al.
Published: (2025)
by: Han, Junlin, et al.
Published: (2025)
UniF$^2$ace: A Unified Fine-grained Face Understanding and Generation Model
by: Li, Junzhe, et al.
Published: (2025)
by: Li, Junzhe, et al.
Published: (2025)
Low-Resolution Face Recognition via Adaptable Instance-Relation Distillation
by: Shi, Ruixin, et al.
Published: (2024)
by: Shi, Ruixin, et al.
Published: (2024)
Lightning Fast Video Anomaly Detection via Adversarial Knowledge Distillation
by: Croitoru, Florinel-Alin, et al.
Published: (2022)
by: Croitoru, Florinel-Alin, et al.
Published: (2022)
Deep ReLU Networks Have Surprisingly Simple Polytopes
by: Fan, Feng-Lei, et al.
Published: (2023)
by: Fan, Feng-Lei, et al.
Published: (2023)
VDC-Agent: When Video Detailed Captioners Evolve Themselves via Agentic Self-Reflection
by: Wang, Qiang, et al.
Published: (2025)
by: Wang, Qiang, et al.
Published: (2025)
HER2 Expression Prediction with Flexible Multi-Modal Inputs via Dynamic Bidirectional Reconstruction
by: Qin, Jie, et al.
Published: (2025)
by: Qin, Jie, et al.
Published: (2025)
Similar Items
-
Who Brings the Frisbee: Probing Hidden Hallucination Factors in Large Vision-Language Model via Causality Analysis
by: Huang, Po-Hsuan, et al.
Published: (2024) -
Seeing is Believing: Mitigating Hallucination in Large Vision-Language Models via CLIP-Guided Decoding
by: Deng, Ailin, et al.
Published: (2024) -
Latent Space Probing for Adult Content Detection in Video Generative Models
by: Khatri, Alizishaan, et al.
Published: (2026) -
Dual Memory Networks: A Versatile Adaptation Approach for Vision-Language Models
by: Zhang, Yabin, et al.
Published: (2024) -
Understanding the Fine-Grained Knowledge Capabilities of Vision-Language Models
by: Ghosh, Dhruba, et al.
Published: (2026)