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Interpretability

7,318 papers

Papers per year

Papers

shapiq: Shapley Interactions for Machine Learning NIPS 2024
RTify: Aligning Deep Neural Networks with Human Behavioral Decisions NIPS 2024
Beyond the Doors of Perception: Vision Transformers Represent Relations Between Objects NIPS 2024
Exploring the trade-off between deep-learning and explainable models for brain-machine interfaces NIPS 2024
Learning Where to Edit Vision Transformers NIPS 2024
Language Model as Visual Explainer NIPS 2024
A Concept-Based Explainability Framework for Large Multimodal Models NIPS 2024
Quality-Improved and Property-Preserved Polarimetric Imaging via Complementarily Fusing NIPS 2024
Refusal in Language Models Is Mediated by a Single Direction NIPS 2024
$\texttt{dattri}$: A Library for Efficient Data Attribution NIPS 2024
ProTransformer: Robustify Transformers via Plug-and-Play Paradigm NIPS 2024
InversionView: A General-Purpose Method for Reading Information from Neural Activations NIPS 2024
Divergences between Language Models and Human Brains NIPS 2024
Truth is Universal: Robust Detection of Lies in LLMs NIPS 2024
Analysing the Generalisation and Reliability of Steering Vectors NIPS 2024
Speaking Your Language: Spatial Relationships in Interpretable Emergent Communication NIPS 2024
CARES: A Comprehensive Benchmark of Trustworthiness in Medical Vision Language Models NIPS 2024
Connecting the Dots: LLMs can Infer and Verbalize Latent Structure from Disparate Training Data NIPS 2024
GAMC: An Unsupervised Method for Fake News Detection Using Graph Autoencoder with Masking AAAI 2024
A Brain-Inspired Way of Reducing the Network Complexity via Concept-Regularized Coding for Emotion Recognition AAAI 2024
Exposing the Deception: Uncovering More Forgery Clues for Deepfake Detection AAAI 2024
Image Safeguarding: Reasoning with Conditional Vision Language Model and Obfuscating Unsafe Content Counterfactually AAAI 2024
MICA: Towards Explainable Skin Lesion Diagnosis via Multi-Level Image-Concept Alignment AAAI 2024
VIXEN: Visual Text Comparison Network for Image Difference Captioning AAAI 2024
Multi-Prototype Space Learning for Commonsense-Based Scene Graph Generation AAAI 2024