Neural Networks

Scaling-Translation-Equivariant Networks with Decomposed Convolutional Filters JMLR 2022 Scaling-up Diverse Orthogonal Convolutional Networks by a Paraunitary Framework ICML 2022 Scaling Up Your Kernels to 31x31: Revisiting Large Kernel Design in CNNs CVPR 2022 Scattering Networks on the Sphere for Scalable and Rotationally Equivariant Spherical CNNs ICLR 2022 Scoring of Large-Margin Embeddings for Speaker Verification: Cosine or PLDA? Interspeech 2022 SE(2)-Equivariant Pushing Dynamics Models for Tabletop Object Manipulations CoRL 2022 SE(3)-Equivariant Point Cloud-Based Place Recognition CoRL 2022 Secure Quantized Training for Deep Learning ICML 2022 Seeing Implicit Neural Representations As Fourier Series WACV 2022 SegNeXt: Rethinking Convolutional Attention Design for Semantic Segmentation NeurIPS 2022 Self-Consistent Dynamical Field Theory of Kernel Evolution in Wide Neural Networks NeurIPS 2022 Self-Guidance: Improve Deep Neural Network Generalization via Knowledge Distillation WACV 2022 Self-Healing Robust Neural Networks via Closed-Loop Control JMLR 2022 Self-Similarity Priors: Neural Collages as Differentiable Fractal Representations NeurIPS 2022 Self-supervised Speaker Diarization Interspeech 2022 Self-Supervised Video Representation Learning With Cross-Stream Prototypical Contrasting WACV 2022 Sentence-Incremental Neural Coreference Resolution EMNLP 2022 SepIt: Approaching a Single Channel Speech Separation Bound Interspeech 2022 Sequence Approximation using Feedforward Spiking Neural Network for Spatiotemporal Learning: Theory and Optimization Methods ICLR 2022 Sequencer: Deep LSTM for Image Classification NeurIPS 2022 Set Norm and Equivariant Skip Connections: Putting the Deep in Deep Sets ICML 2022 SFSRNet: Super-resolution for Single-Channel Audio Source Separation AAAI 2022 Shallow and Deep Networks are Near-Optimal Approximators of Korobov Functions ICLR 2022 Shape Prior Guided Attack: Sparser Perturbations on 3D Point Clouds AAAI 2022 SHINE: SHaring the INverse Estimate from the forward pass for bi-level optimization and implicit models ICLR 2022