Optimization

Linear Convergence in Federated Learning: Tackling Client Heterogeneity and Sparse Gradients NeurIPS 2021 Linear Convergence of Gradient Methods for Estimating Structured Transition Matrices in High-dimensional Vector Autoregressive Models NeurIPS 2021 Linear Mode Connectivity in Multitask and Continual Learning ICLR 2021 LinearSpeech: Parallel Text-to-Speech with Linear Complexity Interspeech 2021 Lipschitz Recurrent Neural Networks ICLR 2021 LIRA: Learnable, Imperceptible and Robust Backdoor Attacks ICCV 2021 LocalNewton: Reducing communication rounds for distributed learning UAI 2021 Local SGD: Unified Theory and New Efficient Methods AISTATS 2021 Local Stochastic Gradient Descent Ascent: Convergence Analysis and Communication Efficiency AISTATS 2021 Logic Guided Genetic Algorithms (Student Abstract) AAAI 2021 Logistic Q-Learning AISTATS 2021 Log-Likelihood-Ratio Cost Function as Objective Loss for Speaker Verification Systems Interspeech 2021 LOHO: Latent Optimization of Hairstyles via Orthogonalization CVPR 2021 Lower Bounds and Optimal Algorithms for Smooth and Strongly Convex Decentralized Optimization Over Time-Varying Networks NeurIPS 2021 Lower Bounds on Cross-Entropy Loss in the Presence of Test-time Adversaries ICML 2021 Low-Fidelity Video Encoder Optimization for Temporal Action Localization NeurIPS 2021 Low-Precision Reinforcement Learning: Running Soft Actor-Critic in Half Precision ICML 2021 Low-Rank Constraints for Fast Inference in Structured Models NeurIPS 2021 Low-Rank Extragradient Method for Nonsmooth and Low-Rank Matrix Optimization Problems NeurIPS 2021 Low-Rank Registration Based Manifolds for Convection-Dominated PDEs AAAI 2021 Low Resource Quadratic Forms for Knowledge Graph Embeddings EMNLP 2021 LSG-CPD: Coherent Point Drift With Local Surface Geometry for Point Cloud Registration ICCV 2021 LSH-SMILE: Locality Sensitive Hashing Accelerated Simulation and Learning NeurIPS 2021 L-SVRG and L-Katyusha with Arbitrary Sampling JMLR 2021 Lyapunov-stable neural-network control RSS 2021