conftrace_

model interpretability

519 papers

Explore in graph

Co-occurring keywords

feature attribution (280) text classification (6793) neural network (6616) large language model (13587) explainable ai (480) model explanation (155) language model (4599) attention mechanism (4001) shapley value (206) representation learning (6206)

Papers

Analyzing Explainer Robustness via Probabilistic Lipschitzness of Prediction Functions AISTATS 2024
Promoting Counterfactual Robustness through Diversity AAAI 2024
Q-SENN: Quantized Self-Explaining Neural Networks AAAI 2024
Robustness and Visual Explanation for Black Box Image, Video, and ECG Signal Classification with Reinforcement Learning AAAI 2024
Navigating the Maze of Explainable AI: A Systematic Approach to Evaluating Methods and Metrics NIPS 2024
3-in-1: 2D Rotary Adaptation for Efficient Finetuning, Efficient Batching and Composability NIPS 2024
UMB: Understanding Model Behavior for Open-World Object Detection NIPS 2024
Finding Transformer Circuits With Edge Pruning NIPS 2024
SemLa: A Visual Analysis System for Fine-Grained Text Classification AAAI 2024
On the Faithfulness of Vision Transformer Explanations CVPR 2024
Evaluating Saliency Explanations in NLP by Crowdsourcing COLING 2024
Incremental Residual Concept Bottleneck Models CVPR 2024
Dissenting Explanations: Leveraging Disagreement to Reduce Model Overreliance AAAI 2024
Comparing the Decision-Making Mechanisms by Transformers and CNNs via Explanation Methods CVPR 2024
ProtoPFormer: Concentrating on Prototypical Parts in Vision Transformers for Interpretable Image Recognition IJCAI 2024
Token Transformation Matters: Towards Faithful Post-hoc Explanation for Vision Transformer CVPR 2024
On the Importance of Application-Grounded Experimental Design for Evaluating Explainable ML Methods AAAI 2024
Sparse and Faithful Explanations Without Sparse Models AISTATS 2024
Integrated Decision Gradients: Compute Your Attributions Where the Model Makes Its Decision AAAI 2024
Interpretability-based Tailored Knowledge Editing in Transformers EMNLP 2024
Discovering Biases in Information Retrieval Models Using Relevance Thesaurus as Global Explanation EMNLP 2024
Evaluating Readability and Faithfulness of Concept-based Explanations EMNLP 2024
Out-of-distribution generalisation in spoken language understanding INTERSPEECH 2024
Selective Explanations NIPS 2024
Auditing Local Explanations is Hard NIPS 2024