Pixels Versus Priors: Controlling Knowledge Priors in Vision-Language Models through Visual Counterfacts
Fuente:
arXiv
Saved in:
| Main Authors: | Golovanevsky, Michal, Rudman, William, Lepori, Michael, Bar, Amir, Singh, Ritambhara, Eickhoff, Carsten |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Is There Knowledge Left to Extract? Evidence of Fragility in Medically Fine-Tuned Vision-Language Models
by: McLaughlin, Oliver, et al.
Published: (2026)
by: McLaughlin, Oliver, et al.
Published: (2026)
Forgotten Polygons: Multimodal Large Language Models are Shape-Blind
by: Rudman, William, et al.
Published: (2025)
by: Rudman, William, et al.
Published: (2025)
Mechanisms of Prompt-Induced Hallucination in Vision-Language Models
by: Rudman, William, et al.
Published: (2026)
by: Rudman, William, et al.
Published: (2026)
What Do VLMs NOTICE? A Mechanistic Interpretability Pipeline for Gaussian-Noise-free Text-Image Corruption and Evaluation
by: Golovanevsky, Michal, et al.
Published: (2024)
by: Golovanevsky, Michal, et al.
Published: (2024)
Less is More: Label-Guided Summarization of Procedural and Instructional Videos
by: Rajpal, Shreya, et al.
Published: (2026)
by: Rajpal, Shreya, et al.
Published: (2026)
PiCME: Pipeline for Contrastive Modality Evaluation and Encoding in the MIMIC Dataset
by: Golovanevsky, Michal, et al.
Published: (2025)
by: Golovanevsky, Michal, et al.
Published: (2025)
When to Call an Apple Red: Humans Follow Introspective Rules, VLMs Don't
by: Nemitz, Jonathan, et al.
Published: (2026)
by: Nemitz, Jonathan, et al.
Published: (2026)
One-Versus-Others Attention: Scalable Multimodal Integration for Biomedical Data
by: Golovanevsky, Michal, et al.
Published: (2023)
by: Golovanevsky, Michal, et al.
Published: (2023)
InPK: Infusing Prior Knowledge into Prompt for Vision-Language Models
by: Zhou, Shuchang, et al.
Published: (2025)
by: Zhou, Shuchang, et al.
Published: (2025)
Stable Anisotropic Regularization
by: Rudman, William, et al.
Published: (2023)
by: Rudman, William, et al.
Published: (2023)
PriorCLIP: Visual Prior Guided Vision-Language Model for Remote Sensing Image-Text Retrieval
by: Pan, Jiancheng, et al.
Published: (2024)
by: Pan, Jiancheng, et al.
Published: (2024)
Outlier Dimensions Encode Task-Specific Knowledge
by: Rudman, William, et al.
Published: (2023)
by: Rudman, William, et al.
Published: (2023)
Expanding the Boundaries of Vision Prior Knowledge in Multi-modal Large Language Models
by: Liang, Qiao, et al.
Published: (2025)
by: Liang, Qiao, et al.
Published: (2025)
Active Prompt Learning with Vision-Language Model Priors
by: Kim, Hoyoung, et al.
Published: (2024)
by: Kim, Hoyoung, et al.
Published: (2024)
$Δ$VLA: Prior-Guided Vision-Language-Action Models via World Knowledge Variation
by: Zhu, Yijie, et al.
Published: (2026)
by: Zhu, Yijie, et al.
Published: (2026)
Leveraging Language Prior for Infrared Small Target Detection
by: Singh, Pranav, et al.
Published: (2025)
by: Singh, Pranav, et al.
Published: (2025)
Overcoming Language Priors for Visual Question Answering Based on Knowledge Distillation
by: Peng, Daowan, et al.
Published: (2025)
by: Peng, Daowan, et al.
Published: (2025)
The Persona Paradox: Medical Personas as Behavioral Priors in Clinical Language Models
by: Abdullahi, Tassallah, et al.
Published: (2026)
by: Abdullahi, Tassallah, et al.
Published: (2026)
Probing Visual Language Priors in VLMs
by: Luo, Tiange, et al.
Published: (2024)
by: Luo, Tiange, et al.
Published: (2024)
Revisiting the Role of Language Priors in Vision-Language Models
by: Lin, Zhiqiu, et al.
Published: (2023)
by: Lin, Zhiqiu, et al.
Published: (2023)
LanP: Rethinking the Impact of Language Priors in Large Vision-Language Models
by: Wu, Zongyu, et al.
Published: (2025)
by: Wu, Zongyu, et al.
Published: (2025)
Source-Free Domain Adaptation with Vision-Language Prior
by: Tang, Song, et al.
Published: (2026)
by: Tang, Song, et al.
Published: (2026)
Osmosis: RGBD Diffusion Prior for Underwater Image Restoration
by: Nathan, Opher Bar, et al.
Published: (2024)
by: Nathan, Opher Bar, et al.
Published: (2024)
Vision-Language Models Create Cross-Modal Task Representations
by: Luo, Grace, et al.
Published: (2024)
by: Luo, Grace, et al.
Published: (2024)
Retrieval Augmented Zero-Shot Text Classification
by: Abdullahi, Tassallah, et al.
Published: (2024)
by: Abdullahi, Tassallah, et al.
Published: (2024)
Light Cones For Vision: Simple Causal Priors For Visual Hierarchy
by: Kartik, Manglam, et al.
Published: (2026)
by: Kartik, Manglam, et al.
Published: (2026)
Leveraging Prior Knowledge of Diffusion Model for Person Search
by: Kim, Giyeol, et al.
Published: (2025)
by: Kim, Giyeol, et al.
Published: (2025)
SpatialPIN: Enhancing Spatial Reasoning Capabilities of Vision-Language Models through Prompting and Interacting 3D Priors
by: Ma, Chenyang, et al.
Published: (2024)
by: Ma, Chenyang, et al.
Published: (2024)
VideoSketcher: Video Models Prior Enable Versatile Sequential Sketch Generation
by: Ren, Hui, et al.
Published: (2026)
by: Ren, Hui, et al.
Published: (2026)
Depth as Prior Knowledge for Object Detection
by: Sbeyti, Moussa Kassem, et al.
Published: (2026)
by: Sbeyti, Moussa Kassem, et al.
Published: (2026)
Diffusion Models Need Visual Priors for Image Generation
by: Yue, Xiaoyu, et al.
Published: (2024)
by: Yue, Xiaoyu, et al.
Published: (2024)
Neural Human Pose Prior
by: Heker, Michal, et al.
Published: (2025)
by: Heker, Michal, et al.
Published: (2025)
Vision Transformer with Sparse Scan Prior
by: Zhang, Yuguang, et al.
Published: (2024)
by: Zhang, Yuguang, et al.
Published: (2024)
TRIM: Achieving Extreme Sparsity with Targeted Row-wise Iterative Metric-driven Pruning
by: Beck, Florentin, et al.
Published: (2025)
by: Beck, Florentin, et al.
Published: (2025)
VLind-Bench: Measuring Language Priors in Large Vision-Language Models
by: Lee, Kang-il, et al.
Published: (2024)
by: Lee, Kang-il, et al.
Published: (2024)
HaltNav: Reactive Visual Halting over Lightweight Topological Priors for Robust Vision-Language Navigation
by: Yu, Zihui, et al.
Published: (2026)
by: Yu, Zihui, et al.
Published: (2026)
RoboGround: Robotic Manipulation with Grounded Vision-Language Priors
by: Huang, Haifeng, et al.
Published: (2025)
by: Huang, Haifeng, et al.
Published: (2025)
Cross-Image Contrastive Decoding: Precise, Lossless Suppression of Language Priors in Large Vision-Language Models
by: Zhao, Jianfei, et al.
Published: (2025)
by: Zhao, Jianfei, et al.
Published: (2025)
Holistic Visual-Textual Sentiment Analysis with Prior Models
by: Chen, Junyu, et al.
Published: (2022)
by: Chen, Junyu, et al.
Published: (2022)
Fully Exploiting Vision Foundation Model's Profound Prior Knowledge for Generalizable RGB-Depth Driving Scene Parsing
by: Guo, Sicen, et al.
Published: (2025)
by: Guo, Sicen, et al.
Published: (2025)
Similar Items
-
Is There Knowledge Left to Extract? Evidence of Fragility in Medically Fine-Tuned Vision-Language Models
by: McLaughlin, Oliver, et al.
Published: (2026) -
Forgotten Polygons: Multimodal Large Language Models are Shape-Blind
by: Rudman, William, et al.
Published: (2025) -
Mechanisms of Prompt-Induced Hallucination in Vision-Language Models
by: Rudman, William, et al.
Published: (2026) -
What Do VLMs NOTICE? A Mechanistic Interpretability Pipeline for Gaussian-Noise-free Text-Image Corruption and Evaluation
by: Golovanevsky, Michal, et al.
Published: (2024) -
Less is More: Label-Guided Summarization of Procedural and Instructional Videos
by: Rajpal, Shreya, et al.
Published: (2026)