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Interpretability
7318 directly classified papers
Papers per year
2003: 1
2006: 1
2007: 1
2008: 1
2009: 1
2010: 5
2012: 2
2013: 10
2014: 7
2015: 14
2016: 27
2017: 84
2018: 196
2019: 395
2020: 488
2021: 771
2022: 823
2023: 954
2024: 1360
2025: 1713
2026: 464
Papers
A Knowledge Regularized Hierarchical Approach for Emotion Cause Analysis
EMNLP 2019
Counterfactual Visual Explanations
ICML 2019
Nonsense!: Quality Control via Two-Step Reason Selection for Annotating Local Acceptability and Related Attributes in News Editorials
IJCNLP 2019
Taking a HINT: Leveraging Explanations to Make Vision and Language Models More Grounded
ICCV 2019
Ranking and Selecting Multi-Hop Knowledge Paths to Better Predict Human Needs
NAACL 2019
Dynamic Graph Attention for Referring Expression Comprehension
ICCV 2019
Towards Interpretable Object Detection by Unfolding Latent Structures
ICCV 2019
U-CAM: Visual Explanation Using Uncertainty Based Class Activation Maps
ICCV 2019
Towards Interpretable Face Recognition
ICCV 2019
A Structural Probe for Finding Syntax in Word Representations
NAACL 2019
Detecting Customer Complaint Escalation with Recurrent Neural Networks and Manually-Engineered Features
NAACL 2019
Compositional Generalization for Primitive Substitutions
IJCNLP 2019
Disentangled Relational Representations for Explaining and Learning from Demonstration
CORL 2019
Multimodal Explanations by Predicting Counterfactuality in Videos
CVPR 2019
Improving the Stability of the Knockoff Procedure: Multiple Simultaneous Knockoffs and Entropy Maximization
AISTATS 2019
Exploring interpretable LSTM neural networks over multi-variable data
ICML 2019
Fooling Network Interpretation in Image Classification
ICCV 2019
Sampling-Free Epistemic Uncertainty Estimation Using Approximated Variance Propagation
ICCV 2019
Understanding Deep Networks via Extremal Perturbations and Smooth Masks
ICCV 2019
Hilbert-Based Generative Defense for Adversarial Examples
ICCV 2019
Adaptive Activation Thresholding: Dynamic Routing Type Behavior for Interpretability in Convolutional Neural Networks
ICCV 2019
XRAI: Better Attributions Through Regions
ICCV 2019
GANalyze: Toward Visual Definitions of Cognitive Image Properties
ICCV 2019
DenseRaC: Joint 3D Pose and Shape Estimation by Dense Render-and-Compare
ICCV 2019
Mixture-Kernel Graph Attention Network for Situation Recognition
ICCV 2019
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