Optimization

Provably Faster Algorithms for Bilevel Optimization NeurIPS 2021 Provably Good Solutions to the Knapsack Problem via Neural Networks of Bounded Size AAAI 2021 Proximal Gradient Descent-Ascent: Variable Convergence under KŁ Geometry ICLR 2021 Proxy Convexity: A Unified Framework for the Analysis of Neural Networks Trained by Gradient Descent NeurIPS 2021 Pruning Neural Networks at Initialization: Why Are We Missing the Mark? ICLR 2021 Pruning Randomly Initialized Neural Networks with Iterative Randomization NeurIPS 2021 Pseudo-Spherical Contrastive Divergence NeurIPS 2021 PSRR-MaxpoolNMS: Pyramid Shifted MaxpoolNMS With Relationship Recovery CVPR 2021 PyKEEN 1.0: A Python Library for Training and Evaluating Knowledge Graph Embeddings JMLR 2021 QISTA-Net-Audio: Audio Super-Resolution via Non-Convex ℓ_q-Norm Minimization Interspeech 2021 QPLEX: Duplex Dueling Multi-Agent Q-Learning ICLR 2021 Quantifying Availability and Discovery in Recommender Systems via Stochastic Reachability ICML 2021 Quantifying the Benefit of Using Differentiable Learning over Tangent Kernels ICML 2021 Quasi-Monte Carlo Quasi-Newton in Variational Bayes JMLR 2021 Random Coordinate Langevin Monte Carlo COLT 2021 Randomized Algorithms for Submodular Function Maximization with a k-System Constraint ICML 2021 Randomized Exploration in Reinforcement Learning with General Value Function Approximation ICML 2021 Random Shuffling Beats SGD Only After Many Epochs on Ill-Conditioned Problems NeurIPS 2021 RangeIoUDet: Range Image Based Real-Time 3D Object Detector Optimized by Intersection Over Union CVPR 2021 RankNAS: Efficient Neural Architecture Search by Pairwise Ranking EMNLP 2021 RANK-NOSH: Efficient Predictor-Based Architecture Search via Non-Uniform Successive Halving ICCV 2021 Rate-improved inexact augmented Lagrangian method for constrained nonconvex optimization AISTATS 2021 Rationales for Sequential Predictions EMNLP 2021 R-Drop: Regularized Dropout for Neural Networks NeurIPS 2021 Real-Time Pricing Optimization for Ride-Hailing Quality of Service IJCAI 2021