Theory

Improved Algorithms for Convex-Concave Minimax Optimization NeurIPS 2020 Improved guarantees and a multiple-descent curve for Column Subset Selection and the Nystrom method NeurIPS 2020 Improving Attention Mechanism in Graph Neural Networks via Cardinality Preservation IJCAI 2020 Improving Lives of Indebted Farmers Using Deep Learning: Predicting Agricultural Produce Prices Using Convolutional Neural Networks AAAI 2020 Incentivized Exploration for Multi-Armed Bandits under Reward Drift AAAI 2020 Inconsistency Measurement for Improving Logical Formula Clustering IJCAI 2020 In Defense of Uniform Convergence: Generalization via Derandomization with an Application to Interpolating Predictors ICML 2020 Infinite attention: NNGP and NTK for deep attention networks ICML 2020 Infinitely deep neural networks as diffusion processes AISTATS 2020 Information Geometry of Orthogonal Initializations and Training ICLR 2020 Information-Theoretic Understanding of Population Risk Improvement with Model Compression AAAI 2020 Interactive Learning of a Dynamic Structure ALT 2020 Interpretation of NLP models through input marginalization EMNLP 2020 Interpreting Predictions of NLP Models EMNLP 2020 Intrinsic Evaluation of Summarization Datasets EMNLP 2020 Invertible Generative Modeling using Linear Rational Splines AISTATS 2020 Is a Good Representation Sufficient for Sample Efficient Reinforcement Learning? ICLR 2020 Is the Skip Connection Provable to Reform the Neural Network Loss Landscape? IJCAI 2020 It’s Not What Machines Can Learn, It’s What We Cannot Teach ICML 2020 Keeping Your Friends Close: Land Allocation with Friends IJCAI 2020 Kernel and Rich Regimes in Overparametrized Models COLT 2020 Kernelized information bottleneck leads to biologically plausible 3-factor Hebbian learning in deep networks NeurIPS 2020 Leakage-Adjusted Simulatability: Can Models Generate Non-Trivial Explanations of Their Behavior in Natural Language? EMNLP 2020 Learning Feature Sparse Principal Subspace NeurIPS 2020 Learning with Fenchel-Young losses JMLR 2020