Model Interpretability and Rationale Extraction by Input Mask Optimization
Fuente:
arXiv
Saved in:
| Main Authors: | Brinner, Marc, Zarriess, Sina |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Rationalizing Transformer Predictions via End-To-End Differentiable Self-Training
by: Brinner, Marc, et al.
Published: (2025)
by: Brinner, Marc, et al.
Published: (2025)
SemCSE-Multi: Multifaceted and Decodable Embeddings for Aspect-Specific and Interpretable Scientific Domain Mapping
by: Brinner, Marc, et al.
Published: (2025)
by: Brinner, Marc, et al.
Published: (2025)
SemCSE: Semantic Contrastive Sentence Embeddings Using LLM-Generated Summaries For Scientific Abstracts
by: Brinner, Marc, et al.
Published: (2025)
by: Brinner, Marc, et al.
Published: (2025)
Enhancing Domain-Specific Encoder Models with LLM-Generated Data: How to Leverage Ontologies, and How to Do Without Them
by: Brinner, Marc, et al.
Published: (2025)
by: Brinner, Marc, et al.
Published: (2025)
IPO: Interpretable Prompt Optimization for Vision-Language Models
by: Du, Yingjun, et al.
Published: (2024)
by: Du, Yingjun, et al.
Published: (2024)
Efficient Scientific Full Text Classification: The Case of EICAT Impact Assessments
by: Brinner, Marc Felix, et al.
Published: (2025)
by: Brinner, Marc Felix, et al.
Published: (2025)
Unmasking Dementia Detection by Masking Input Gradients: A JSM Approach to Model Interpretability and Precision
by: Mustafa, Yasmine, et al.
Published: (2024)
by: Mustafa, Yasmine, et al.
Published: (2024)
What Shape Is Optimal for Masks in Text Removal?
by: Nakada, Hyakka, et al.
Published: (2025)
by: Nakada, Hyakka, et al.
Published: (2025)
Centered Masking for Language-Image Pre-Training
by: Liang, Mingliang, et al.
Published: (2024)
by: Liang, Mingliang, et al.
Published: (2024)
Implicit Multimodal Alignment: On the Generalization of Frozen LLMs to Multimodal Inputs
by: Shukor, Mustafa, et al.
Published: (2024)
by: Shukor, Mustafa, et al.
Published: (2024)
Exploring the Limits of Zero Shot Vision Language Models for Hate Meme Detection: The Vulnerabilities and their Interpretations
by: Rizwan, Naquee, et al.
Published: (2024)
by: Rizwan, Naquee, et al.
Published: (2024)
Interpretability Needs a New Paradigm
by: Madsen, Andreas, et al.
Published: (2024)
by: Madsen, Andreas, et al.
Published: (2024)
Improving MLLM Historical Record Extraction with Test-Time Image
by: Archibald, Taylor, et al.
Published: (2025)
by: Archibald, Taylor, et al.
Published: (2025)
Robustness of Structured Data Extraction from Perspectively Distorted Documents
by: Nakada, Hyakka, et al.
Published: (2025)
by: Nakada, Hyakka, et al.
Published: (2025)
VLM Judges Can Rank but Cannot Score: Task-Dependent Uncertainty in Multimodal Evaluation
by: Kumar, Divake, et al.
Published: (2026)
by: Kumar, Divake, et al.
Published: (2026)
FisherMask: Enhancing Neural Network Labeling Efficiency in Image Classification Using Fisher Information
by: Gul, Shreen, et al.
Published: (2024)
by: Gul, Shreen, et al.
Published: (2024)
LDP: Generalizing to Multilingual Visual Information Extraction by Language Decoupled Pretraining
by: Shen, Huawen, et al.
Published: (2024)
by: Shen, Huawen, et al.
Published: (2024)
RealKIE: Five Novel Datasets for Enterprise Key Information Extraction
by: Townsend, Benjamin, et al.
Published: (2024)
by: Townsend, Benjamin, et al.
Published: (2024)
Multimodal Arabic Captioning with Interpretable Visual Concept Integration
by: Elchafei, Passant, et al.
Published: (2025)
by: Elchafei, Passant, et al.
Published: (2025)
Verbalized Representation Learning for Interpretable Few-Shot Generalization
by: Yang, Cheng-Fu, et al.
Published: (2024)
by: Yang, Cheng-Fu, et al.
Published: (2024)
Words in Motion: Extracting Interpretable Control Vectors for Motion Transformers
by: Tas, Omer Sahin, et al.
Published: (2024)
by: Tas, Omer Sahin, et al.
Published: (2024)
Semantic Token Reweighting for Interpretable and Controllable Text Embeddings in CLIP
by: Kim, Eunji, et al.
Published: (2024)
by: Kim, Eunji, et al.
Published: (2024)
RA-RRG: Multimodal Retrieval-Augmented Radiology Report Generation with Key Phrase Extraction
by: Park, Jonggwon, et al.
Published: (2025)
by: Park, Jonggwon, et al.
Published: (2025)
RIV: Recursive Introspection Mask Diffusion Vision Language Model
by: Li, YuQian, et al.
Published: (2025)
by: Li, YuQian, et al.
Published: (2025)
VPO: Aligning Text-to-Video Generation Models with Prompt Optimization
by: Cheng, Jiale, et al.
Published: (2025)
by: Cheng, Jiale, et al.
Published: (2025)
EchoAgent: Guideline-Centric Reasoning Agent for Echocardiography Measurement and Interpretation
by: Daghyani, Matin, et al.
Published: (2025)
by: Daghyani, Matin, et al.
Published: (2025)
Diffusion-RPO: Aligning Diffusion Models through Relative Preference Optimization
by: Gu, Yi, et al.
Published: (2024)
by: Gu, Yi, et al.
Published: (2024)
Uncertainty-Aware Exploratory Direct Preference Optimization for Multimodal Large Language Models
by: Zhang, Huatian, et al.
Published: (2026)
by: Zhang, Huatian, et al.
Published: (2026)
Learning to Steer: Input-dependent Steering for Multimodal LLMs
by: Parekh, Jayneel, et al.
Published: (2025)
by: Parekh, Jayneel, et al.
Published: (2025)
Investigating VLM Hallucination from a Cognitive Psychology Perspective: A First Step Toward Interpretation with Intriguing Observations
by: Liu, Xiangrui, et al.
Published: (2025)
by: Liu, Xiangrui, et al.
Published: (2025)
Language Models as Black-Box Optimizers for Vision-Language Models
by: Liu, Shihong, et al.
Published: (2023)
by: Liu, Shihong, et al.
Published: (2023)
EVE: Efficient Vision-Language Pre-training with Masked Prediction and Modality-Aware MoE
by: Chen, Junyi, et al.
Published: (2023)
by: Chen, Junyi, et al.
Published: (2023)
SHAKTI: A 2.5 Billion Parameter Small Language Model Optimized for Edge AI and Low-Resource Environments
by: Shakhadri, Syed Abdul Gaffar, et al.
Published: (2024)
by: Shakhadri, Syed Abdul Gaffar, et al.
Published: (2024)
Robust Pre-Training of Medical Vision-and-Language Models with Domain-Invariant Multi-Modal Masked Reconstruction
by: Filvantorkaman, Melika, et al.
Published: (2026)
by: Filvantorkaman, Melika, et al.
Published: (2026)
Interpreting and Controlling Model Behavior via Constitutions for Atomic Concept Edits
by: Kalibhat, Neha, et al.
Published: (2026)
by: Kalibhat, Neha, et al.
Published: (2026)
Importance Sampling for Multi-Negative Multimodal Direct Preference Optimization
by: Li, Xintong, et al.
Published: (2025)
by: Li, Xintong, et al.
Published: (2025)
Fine-tuning Quantized Neural Networks with Zeroth-order Optimization
by: Shang, Sifeng, et al.
Published: (2025)
by: Shang, Sifeng, et al.
Published: (2025)
Energy-Regularized Spatial Masking: A Novel Approach to Enhancing Robustness and Interpretability in Vision Models
by: Devynck, Tom, et al.
Published: (2026)
by: Devynck, Tom, et al.
Published: (2026)
Optimizing GPT for Video Understanding: Zero-Shot Performance and Prompt Engineering
by: Beliaev, Mark, et al.
Published: (2025)
by: Beliaev, Mark, et al.
Published: (2025)
Fine-Grained Alignment in Vision-and-Language Navigation through Bayesian Optimization
by: Song, Yuhang, et al.
Published: (2024)
by: Song, Yuhang, et al.
Published: (2024)
Similar Items
-
Rationalizing Transformer Predictions via End-To-End Differentiable Self-Training
by: Brinner, Marc, et al.
Published: (2025) -
SemCSE-Multi: Multifaceted and Decodable Embeddings for Aspect-Specific and Interpretable Scientific Domain Mapping
by: Brinner, Marc, et al.
Published: (2025) -
SemCSE: Semantic Contrastive Sentence Embeddings Using LLM-Generated Summaries For Scientific Abstracts
by: Brinner, Marc, et al.
Published: (2025) -
Enhancing Domain-Specific Encoder Models with LLM-Generated Data: How to Leverage Ontologies, and How to Do Without Them
by: Brinner, Marc, et al.
Published: (2025) -
IPO: Interpretable Prompt Optimization for Vision-Language Models
by: Du, Yingjun, et al.
Published: (2024)