conftrace_

neural network interpretability

114 papers

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Co-occurring keywords

neural network (6616) feature attribution (280) deep neural network (1803) representation learning (6206) large language model (13587) attribution method (79) image classification (1944) convolutional neural network (4226) model explanation (155) model analysis (56)

Papers

Guided Integrated Gradients: An Adaptive Path Method for Removing Noise CVPR 2021
Passive attention in artificial neural networks predicts human visual selectivity NIPS 2021
Evaluating Attribution Methods using White-Box LSTMs EMNLP 2020
Analyzing analytical methods: The case of phonology in neural models of spoken language ACL 2020
Regional Tree Regularization for Interpretability in Deep Neural Networks AAAI 2020
Interpretability and Analysis in Neural NLP ACL 2020
What Does an End-to-End Dialect Identification Model Learn About Non-Dialectal Information? INTERSPEECH 2020
Reverse-engineering deep ReLU networks ICML 2020
Exploring End-to-End Differentiable Natural Logic Modeling COLING 2020
Interpretable and Accurate Fine-grained Recognition via Region Grouping CVPR 2020
Staying True to Your Word: (How) Can Attention Become Explanation? ACL 2020
Influence Paths for Characterizing Subject-Verb Number Agreement in LSTM Language Models ACL 2020
Relative Attributing Propagation: Interpreting the Comparative Contributions of Individual Units in Deep Neural Networks AAAI 2020
Determining the Possibility of Transfer Learning in Deep Reinforcement Learning Using Grad-CAM (Student Abstract) AAAI 2020
Interpreting Attention Models with Human Visual Attention in Machine Reading Comprehension EMNLP 2020
Explaining Knowledge Distillation by Quantifying the Knowledge CVPR 2020
This Looks Like That: Deep Learning for Interpretable Image Recognition NIPS 2019
From deep learning to mechanistic understanding in neuroscience: the structure of retinal prediction NIPS 2019
A Benchmark for Interpretability Methods in Deep Neural Networks NIPS 2019
Neural Network Attributions: A Causal Perspective ICML 2019
What Part of the Neural Network Does This? Understanding LSTMs by Measuring and Dissecting Neurons EMNLP 2019
What Part of the Neural Network Does This? Understanding LSTMs by Measuring and Dissecting Neurons IJCNLP 2019
Interpretation of Neural Networks Is Fragile AAAI 2019
Interpreting Deep Models for Text Analysis via Optimization and Regularization Methods AAAI 2019
Relating Simple Sentence Representations in Deep Neural Networks and the Brain ACL 2019