Optimization

Shortformer: Better Language Modeling using Shorter Inputs ACL 2021 SHPOS: A Theoretical Guaranteed Accelerated Particle Optimization Sampling Method IJCAI 2021 Sifting through the noise: Universal first-order methods for stochastic variational inequalities NeurIPS 2021 Signatured Deep Fictitious Play for Mean Field Games with Common Noise ICML 2021 Significance of Gradient Information in Bayesian Optimization AISTATS 2021 Sim and Real: Better Together NeurIPS 2021 SimiGrad: Fine-Grained Adaptive Batching for Large Scale Training using Gradient Similarity Measurement NeurIPS 2021 SIMILAR: Submodular Information Measures Based Active Learning In Realistic Scenarios NeurIPS 2021 Simple Augmentation Goes a Long Way: ADRL for DNN Quantization ICLR 2021 Simple steps are all you need: Frank-Wolfe and generalized self-concordant functions NeurIPS 2021 Simple Stochastic and Online Gradient Descent Algorithms for Pairwise Learning NeurIPS 2021 Simultaneously Reconciled Quantile Forecasting of Hierarchically Related Time Series AISTATS 2021 Single-Channel Speech Enhancement Using Learnable Loss Mixup Interspeech 2021 Single-Timescale Actor-Critic Provably Finds Globally Optimal Policy ICLR 2021 Sinkhorn Label Allocation: Semi-Supervised Classification via Annealed Self-Training ICML 2021 Skew-symmetrically perturbed gradient flow for convex optimization ACML 2021 SKFAC: Training Neural Networks With Faster Kronecker-Factored Approximate Curvature CVPR 2021 Skyformer: Remodel Self-Attention with Gaussian Kernel and Nystr\"om Method NeurIPS 2021 Sliced Iterative Normalizing Flows ICML 2021 Slot Machines: Discovering Winning Combinations of Random Weights in Neural Networks ICML 2021 Small random initialization is akin to spectral learning: Optimization and generalization guarantees for overparameterized low-rank matrix reconstruction NeurIPS 2021 SmBoP: Semi-autoregressive Bottom-up Semantic Parsing ACL 2021 SmBoP: Semi-autoregressive Bottom-up Semantic Parsing NAACL 2021 SMG: A Shuffling Gradient-Based Method with Momentum ICML 2021 Smooth Convex Optimization Using Sub-Zeroth-Order Oracles AAAI 2021