Theory

Convergence of Invariant Graph Networks ICML 2022 Convergence of Uncertainty Sampling for Active Learning ICML 2022 Convergence Rates of Non-Convex Stochastic Gradient Descent Under a Generic Lojasiewicz Condition and Local Smoothness ICML 2022 Convergence Rates of Two-Time-Scale Gradient Descent-Ascent Dynamics for Solving Nonconvex Min-Max Problems L4DC 2022 coVariance Neural Networks NeurIPS 2022 Creative Text-to-Image Generation: Suggestions for a Benchmark AACL 2022 Cross-Loss Influence Functions to Explain Deep Network Representations AISTATS 2022 CVaR-Regret Bounds for Multi-armed Bandits ACML 2022 DALE: Differential Accumulated Local Effects for efficient and accurate global explanations ACML 2022 Darts: User-Friendly Modern Machine Learning for Time Series JMLR 2022 Decomposable Non-Smooth Convex Optimization with Nearly-Linear Gradient Oracle Complexity NeurIPS 2022 Deconfounded Representation Similarity for Comparison of Neural Networks NeurIPS 2022 Deconstructing the Inductive Biases of Hamiltonian Neural Networks ICLR 2022 Deep Architecture Connectivity Matters for Its Convergence: A Fine-Grained Analysis NeurIPS 2022 Deep equilibrium networks are sensitive to initialization statistics ICML 2022 Deep Interactive Motion Prediction and Planning: Playing Games with Motion Prediction Models L4DC 2022 Deep Layer-wise Networks Have Closed-Form Weights AISTATS 2022 Deep Limits and a Cut-Off Phenomenon for Neural Networks JMLR 2022 Deep Network Approximation: Achieving Arbitrary Accuracy with Fixed Number of Neurons JMLR 2022 Deep Network Approximation in Terms of Intrinsic Parameters ICML 2022 Deep Networks on Toroids: Removing Symmetries Reveals the Structure of Flat Regions in the Landscape Geometry ICML 2022 Deep ReLU Networks Preserve Expected Length ICLR 2022 Deep symbolic regression for recurrence prediction ICML 2022 Delaunay Component Analysis for Evaluation of Data Representations ICLR 2022 Demystifying Batch Normalization in ReLU Networks: Equivalent Convex Optimization Models and Implicit Regularization ICLR 2022