Theory

Charting and Navigating the Space of Solutions for Recurrent Neural Networks NeurIPS 2021 Chebyshev-Cantelli PAC-Bayes-Bennett Inequality for the Weighted Majority Vote NeurIPS 2021 CheXbreak: Misclassification Identification for Deep Learning Models Interpreting Chest X-rays MLHC 2021 Choose a Transformer: Fourier or Galerkin NeurIPS 2021 Choosing the Right Algorithm With Hints From Complexity Theory IJCAI 2021 Completing the Picture: Randomized Smoothing Suffers from the Curse of Dimensionality for a Large Family of Distributions AISTATS 2021 Compositional abstraction error and a category of causal models UAI 2021 Compression, Transduction, and Creation: A Unified Framework for Evaluating Natural Language Generation EMNLP 2021 Computational Analyses of the Electoral College: Campaigning Is Hard But Approximately Manageable AAAI 2021 Computational Separation Between Convolutional and Fully-Connected Networks ICLR 2021 Concentration inequalities under sub-Gaussian and sub-exponential conditions NeurIPS 2021 Condition number bounds for causal inference UAI 2021 Condorcet Relaxation In Spatial Voting AAAI 2021 Conformal prediction interval for dynamic time-series ICML 2021 Conformal Prediction using Conditional Histograms NeurIPS 2021 Connecting Interpretability and Robustness in Decision Trees through Separation ICML 2021 Consistency of Gaussian Process Regression in Metric Spaces JMLR 2021 Consistent Non-Parametric Methods for Maximizing Robustness NeurIPS 2021 Contrastive Learning Inverts the Data Generating Process ICML 2021 Convergence and Alignment of Gradient Descent with Random Backpropagation Weights NeurIPS 2021 Convergence behavior of belief propagation: estimating regions of attraction via Lyapunov functions UAI 2021 Convergence rates and approximation results for SGD and its continuous-time counterpart COLT 2021 Correlated weights in infinite limits of deep convolutional neural networks UAI 2021 Cortico-cerebellar networks as decoupling neural interfaces NeurIPS 2021 Cramér-Rao Lower Bound for DOA Estimation with an Array of Directional Microphones in Reverberant Environments Interspeech 2021