Theory

Interpreting Operation Selection in Differentiable Architecture Search: A Perspective from Influence-Directed Explanations NeurIPS 2022 Interpreting the Robustness of Neural NLP Models to Textual Perturbations ACL 2022 Interventional Contrastive Learning with Meta Semantic Regularizer ICML 2022 Invariant Ancestry Search ICML 2022 Invariant Language Modeling EMNLP 2022 Inverse Game Theory for Stackelberg Games: the Blessing of Bounded Rationality NeurIPS 2022 Investigating Data Variance in Evaluations of Automatic Machine Translation Metrics ACL 2022 Investigating Selective Prediction Approaches Across Several Tasks in IID, OOD, and Adversarial Settings ACL 2022 Iterative Calculus of Voting under Plurality AAAI 2022 Joint Shapley values: a measure of joint feature importance ICLR 2022 KAM Theory Meets Statistical Learning Theory: Hamiltonian Neural Networks with Non-zero Training Loss AAAI 2022 Label noise (stochastic) gradient descent implicitly solves the Lasso for quadratic parametrisation COLT 2022 Language Model Decomposition: Quantifying the Dependency and Correlation of Language Models EMNLP 2022 Last-Iterate Convergence of Optimistic Gradient Method for Monotone Variational Inequalities NeurIPS 2022 Latent Hierarchical Causal Structure Discovery with Rank Constraints NeurIPS 2022 Learnability of convolutional neural networks for infinite dimensional input via mixed and anisotropic smoothness ICLR 2022 Learning Articulated Rigid Body Dynamics with Lagrangian Graph Neural Network NeurIPS 2022 Learning Bellman Complete Representations for Offline Policy Evaluation ICML 2022 Learning Bounded Context-Free-Grammar via LSTM and the Transformer: Difference and the Explanations AAAI 2022 Learning dynamics of deep linear networks with multiple pathways NeurIPS 2022 Learning from an Exploring Demonstrator: Optimal Reward Estimation for Bandits AISTATS 2022 Learning in Observable POMDPs, without Computationally Intractable Oracles NeurIPS 2022 Learning Representation from Neural Fisher Kernel with Low-rank Approximation ICLR 2022 Learning Reversible Symplectic Dynamics L4DC 2022 Learning Stochastic Shortest Path with Linear Function Approximation ICML 2022