Efficient Computing

SMPL: Simulated Industrial Manufacturing and Process Control Learning Environments NeurIPS 2022 SoteriaFL: A Unified Framework for Private Federated Learning with Communication Compression NeurIPS 2022 SparCL: Sparse Continual Learning on the Edge NeurIPS 2022 SparseAdapter: An Easy Approach for Improving the Parameter-Efficiency of Adapters EMNLP 2022 Sparse Mixers: Combining MoE and Mixing to build a more efficient BERT EMNLP 2022 Sparse Structure Search for Delta Tuning NeurIPS 2022 Sparsity Winning Twice: Better Robust Generalization from More Efficient Training ICLR 2022 SparTA: Deep-Learning Model Sparsity via Tensor-with-Sparsity-Attribute OSDI 2022 Spatial-Channel Token Distillation for Vision MLPs ICML 2022 SPDY: Accurate Pruning with Speedup Guarantees ICML 2022 Speaker- and Phone-aware Convolutional Transformer Network for Acoustic Echo Cancellation Interspeech 2022 Spectral DefocusCam: Compressive Hyperspectral Imaging from Defocus Measurements AAAI 2022 SpeechNet: Weakly Supervised, End-to-End Speech Recognition at Industrial Scale EMNLP 2022 Speeding up Transformer Decoding via an Attention Refinement Network COLING 2022 Speed Up Object Detection on Gigapixel-Level Images With Patch Arrangement CVPR 2022 SpikeConverter: An Efficient Conversion Framework Zipping the Gap between Artificial Neural Networks and Spiking Neural Networks AAAI 2022 Spiking Graph Convolutional Networks IJCAI 2022 SplitNets: Designing Neural Architectures for Efficient Distributed Computing on Head-Mounted Systems CVPR 2022 SQuant: On-the-Fly Data-Free Quantization via Diagonal Hessian Approximation ICLR 2022 Square One Bias in NLP: Towards a Multi-Dimensional Exploration of the Research Manifold ACL 2022 Squashed Weight Distribution for Low Bit Quantization of Deep Models Interspeech 2022 ST-Adapter: Parameter-Efficient Image-to-Video Transfer Learning NeurIPS 2022 Starlight: Fast Container Provisioning on the Edge and over the WAN NSDI 2022 State Transition of Dendritic Spines Improves Learning of Sparse Spiking Neural Networks ICML 2022 Stereo Magnification With Multi-Layer Images CVPR 2022