Optimization

Derivatives and residual distribution of regularized M-estimators with application to adaptive tuning COLT 2022 Descent Steps of a Relation-Aware Energy Produce Heterogeneous Graph Neural Networks NeurIPS 2022 Design-Bench: Benchmarks for Data-Driven Offline Model-Based Optimization ICML 2022 Detached Error Feedback for Distributed SGD with Random Sparsification ICML 2022 DGD^2: A Linearly Convergent Distributed Algorithm For High-dimensional Statistical Recovery NeurIPS 2022 DIFER: Differentiable Automated Feature Engineering AutoML 2022 Differentiable Analog Quantum Computing for Optimization and Control NeurIPS 2022 Differentiable Architecture Search for Reinforcement Learning AutoML 2022 Differentiable DAG Sampling ICLR 2022 Differentiable Dynamics for Articulated 3D Human Motion Reconstruction CVPR 2022 Differentiable Scaffolding Tree for Molecule Optimization ICLR 2022 Differentially Private Approximate Quantiles ICML 2022 Differentially Private Coordinate Descent for Composite Empirical Risk Minimization ICML 2022 Differentially Private Densest Subgraph AISTATS 2022 Differentially Private Online-to-batch for Smooth Losses NeurIPS 2022 Differentially private SGDA for minimax problems UAI 2022 Different Tunes Played with Equal Skill: Exploring a Unified Optimization Subspace for Parameter-Efficient Tuning EMNLP 2022 Dimensionality Reduction and Prioritized Exploration for Policy Search AISTATS 2022 Dimension-free Complexity Bounds for High-order Nonconvex Finite-sum Optimization ICML 2022 DIMES: A Differentiable Meta Solver for Combinatorial Optimization Problems NeurIPS 2022 DiPS: Differentiable Policy for Sketching in Recommender Systems AAAI 2022 Direct Voxel Grid Optimization: Super-Fast Convergence for Radiance Fields Reconstruction CVPR 2022 Disentangling Sources of Risk for Distributional Multi-Agent Reinforcement Learning ICML 2022 Distilling Governing Laws and Source Input for Dynamical Systems from Videos IJCAI 2022 Distributed Distributionally Robust Optimization with Non-Convex Objectives NeurIPS 2022