Optimization

TabNAS: Rejection Sampling for Neural Architecture Search on Tabular Datasets NeurIPS 2022 TABS: Efficient Textual Adversarial Attack for Pre-trained NL Code Model Using Semantic Beam Search EMNLP 2022 Tackling Data Heterogeneity: A New Unified Framework for Decentralized SGD with Sample-induced Topology ICML 2022 Tackling Neural Architecture Search With Quality Diversity Optimization AutoML 2022 TA-GATES: An Encoding Scheme for Neural Network Architectures NeurIPS 2022 Taming Fat-Tailed (“Heavier-Tailed” with Potentially Infinite Variance) Noise in Federated Learning NeurIPS 2022 TA-MoE: Topology-Aware Large Scale Mixture-of-Expert Training NeurIPS 2022 Taylor, Can You Hear Me Now? A Taylor-Unfolding Framework for Monaural Speech Enhancement IJCAI 2022 Taylor-Lagrange Neural Ordinary Differential Equations: Toward Fast Training and Evaluation of Neural ODEs IJCAI 2022 TCT: Convexifying Federated Learning using Bootstrapped Neural Tangent Kernels NeurIPS 2022 Template based Graph Neural Network with Optimal Transport Distances NeurIPS 2022 Tencent’s Multilingual Machine Translation System for WMT22 Large-Scale African Languages EMNLP 2022 Tensor Program Optimization with Probabilistic Programs NeurIPS 2022 Test Time Adaptation via Conjugate Pseudo-labels NeurIPS 2022 TextHacker: Learning based Hybrid Local Search Algorithm for Text Hard-label Adversarial Attack EMNLP 2022 The AIM and EM Algorithms for Learning from Coarse Data JMLR 2022 The AISP-SJTU Simultaneous Translation System for IWSLT 2022 ACL 2022 The Combinatorial Brain Surgeon: Pruning Weights That Cancel One Another in Neural Networks ICML 2022 The Convex Geometry of Backpropagation: Neural Network Gradient Flows Converge to Extreme Points of the Dual Convex Program ICLR 2022 The Curse of Unrolling: Rate of Differentiating Through Optimization NeurIPS 2022 The Dynamics of Riemannian Robbins-Monro Algorithms COLT 2022 The Effects of Reward Misspecification: Mapping and Mitigating Misaligned Models ICLR 2022 The EM Algorithm is Adaptively-Optimal for Unbalanced Symmetric Gaussian Mixtures JMLR 2022 The First Optimal Acceleration of High-Order Methods in Smooth Convex Optimization NeurIPS 2022 The Flag Median and FlagIRLS CVPR 2022