Optimization

An Optimization-centric View on Bayes' Rule: Reviewing and Generalizing Variational Inference JMLR 2022 A norm optimisation approach to SDGs: tackling poverty by acting on discrimination IJCAI 2022 Anticorrelated Noise Injection for Improved Generalization ICML 2022 Anytime Guarantees under Heavy-Tailed Data AAAI 2022 Anytime Learning of Sum-Product and Sum-Product-Max Networks PGM 2022 Approaching Quartic Convergence Rates for Quasi-Stochastic Approximation with Application to Gradient-Free Optimization NeurIPS 2022 ApproxIFER: A Model-Agnostic Approach to Resilient and Robust Prediction Serving Systems AAAI 2022 Approximate Frank-Wolfe Algorithms over Graph-structured Support Sets ICML 2022 Approximate Function Evaluation via Multi-Armed Bandits AISTATS 2022 Approximate Neural Architecture Search via Operation Distribution Learning WACV 2022 Approximate Secular Equations for the Cubic Regularization Subproblem NeurIPS 2022 Approximation and Optimization Theory for Linear Continuous-Time Recurrent Neural Networks JMLR 2022 A Projection-free Algorithm for Constrained Stochastic Multi-level Composition Optimization NeurIPS 2022 A proof of convergence for the gradient descent optimization method with random initializations in the training of neural networks with ReLU activation for piecewise linear target functions JMLR 2022 A Quadrature Rule combining Control Variates and Adaptive Importance Sampling NeurIPS 2022 A Quantitative Geometric Approach to Neural-Network Smoothness NeurIPS 2022 Arch-Graph: Acyclic Architecture Relation Predictor for Task-Transferable Neural Architecture Search CVPR 2022 ARCS: Accurate Rotation and Correspondence Search CVPR 2022 A Sampling-Based Approach for Efficient Clustering in Large Datasets CVPR 2022 A Scalable Model Specialization Framework for Training and Inference using Submodels and its Application to Speech Model Personalization Interspeech 2022 A Simple and Efficient Sampling-based Algorithm for General Reachability Analysis L4DC 2022 A Simple Decentralized Cross-Entropy Method NeurIPS 2022 A Simple Episodic Linear Probe Improves Visual Recognition in the Wild CVPR 2022 A Simple Guard for Learned Optimizers ICML 2022 A Simple Reward-free Approach to Constrained Reinforcement Learning ICML 2022