Model Architecture

ShiftAddNAS: Hardware-Inspired Search for More Accurate and Efficient Neural Networks ICML 2022 SHINE: SubHypergraph Inductive Neural nEtwork NeurIPS 2022 Signal Processing for Implicit Neural Representations NeurIPS 2022 Signal Propagation in Transformers: Theoretical Perspectives and the Role of Rank Collapse NeurIPS 2022 Signing the Supermask: Keep, Hide, Invert ICLR 2022 Singular Value Fine-tuning: Few-shot Segmentation requires Few-parameters Fine-tuning NeurIPS 2022 Smooth Maximum Unit: Smooth Activation Function for Deep Networks Using Smoothing Maximum Technique CVPR 2022 SOSP: Efficiently Capturing Global Correlations by Second-Order Structured Pruning ICLR 2022 Sound and Complete Neural Network Repair with Minimality and Locality Guarantees ICLR 2022 Sound and Complete Verification of Polynomial Networks NeurIPS 2022 SpanConv: A New Convolution via Spanning Kernel Space for Lightweight Pansharpening IJCAI 2022 Sparse Double Descent: Where Network Pruning Aggravates Overfitting ICML 2022 Sparse MLP for Image Recognition: Is Self-Attention Really Necessary? AAAI 2022 SparseTT: Visual Tracking with Sparse Transformers IJCAI 2022 Sparsity Winning Twice: Better Robust Generalization from More Efficient Training ICLR 2022 Spatial-aware Speaker Diarizaiton for Multi-channel Multi-party Meeting Interspeech 2022 SPDY: Accurate Pruning with Speedup Guarantees ICML 2022 Speaking Rate Control of end-to-end TTS Models by Direct Manipulation of the Encoder's Output Embeddings Interspeech 2022 Spectral Pruning for Recurrent Neural Networks AISTATS 2022 Spoofing-Aware Speaker Verification by Multi-Level Fusion Interspeech 2022 SQuant: On-the-Fly Data-Free Quantization via Diagonal Hessian Approximation ICLR 2022 Steerable Partial Differential Operators for Equivariant Neural Networks ICLR 2022 Stimulative Training of Residual Networks: A Social Psychology Perspective of Loafing NeurIPS 2022 Stochastic Adaptive Activation Function NeurIPS 2022 Stochastic Backpropagation: A Memory Efficient Strategy for Training Video Models CVPR 2022