Learning Theory

Understanding the role of importance weighting for deep learning ICLR 2021 Uniform Convergence, Adversarial Spheres and a Simple Remedy ICML 2021 Uniform Convergence of Interpolators: Gaussian Width, Norm Bounds and Benign Overfitting NeurIPS 2021 Uniform-PAC Bounds for Reinforcement Learning with Linear Function Approximation NeurIPS 2021 Unifying lower bounds on prediction dimension of convex surrogates NeurIPS 2021 Unitary Branching Programs: Learnability and Lower Bounds ICML 2021 Universal approximation power of deep residual neural networks via nonlinear control theory ICLR 2021 Universal consistency and rates of convergence of multiclass prototype algorithms in metric spaces JMLR 2021 Unseen Disease Detection for Deep Learning Interpretation of Chest X-rays MIDL 2021 Variational Bayesian Reinforcement Learning with Regret Bounds NeurIPS 2021 View Generalization for Single Image Textured 3D Models CVPR 2021 Wasserstein Flow Meets Replicator Dynamics: A Mean-Field Analysis of Representation Learning in Actor-Critic NeurIPS 2021 Weak learning convex sets under normal distributions COLT 2021 We Need To Talk About Random Splits EACL 2021 We Need to Talk About train-dev-test Splits EMNLP 2021 What Causes the Test Error? Going Beyond Bias-Variance via ANOVA JMLR 2021 What If We Could Not See? Counterfactual Analysis for Egocentric Action Anticipation IJCAI 2021 What Makes Multi-Modal Learning Better than Single (Provably) NeurIPS 2021 What’s in the Box? An Analysis of Undesirable Content in the Common Crawl Corpus ACL 2021 What they do when in doubt: a study of inductive biases in seq2seq learners ICLR 2021 What training reveals about neural network complexity NeurIPS 2021 When Are Solutions Connected in Deep Networks? NeurIPS 2021 When Does Gradient Descent with Logistic Loss Find Interpolating Two-Layer Networks? JMLR 2021 When does gradient descent with logistic loss interpolate using deep networks with smoothed ReLU activations? COLT 2021 When Do You Need Billions of Words of Pretraining Data? ACL 2021