Efficient Computing

Optimization for Classical Machine Learning Problems on the GPU AAAI 2022 Oscillatory Fourier Neural Network: A Compact and Efficient Architecture for Sequential Processing AAAI 2022 Pale Transformer: A General Vision Transformer Backbone with Pale-Shaped Attention AAAI 2022 Partitioned Gradient Matching-based Data Subset Selection for Compute-Efficient Robust ASR Training EMNLP 2022 PatchFormer: An Efficient Point Transformer With Patch Attention CVPR 2022 Path Independent Equilibrium Models Can Better Exploit Test-Time Computation NeurIPS 2022 PEAF: Learnable Power Efficient Analog Acoustic Features for Audio Recognition Interspeech 2022 Polyhistor: Parameter-Efficient Multi-Task Adaptation for Dense Vision Tasks NeurIPS 2022 Practical Adversarial Attacks on Spatiotemporal Traffic Forecasting Models NeurIPS 2022 Predicting Attention Sparsity in Transformers ACL 2022 PrivateSNN: Privacy-Preserving Spiking Neural Networks AAAI 2022 Pythae: Unifying Generative Autoencoders in Python - A Benchmarking Use Case NeurIPS 2022 Quantization-Aware Deep Optics for Diffractive Snapshot Hyperspectral Imaging CVPR 2022 Quantized Training of Gradient Boosting Decision Trees NeurIPS 2022 QueryDet: Cascaded Sparse Query for Accelerating High-Resolution Small Object Detection CVPR 2022 Q-ViT: Accurate and Fully Quantized Low-bit Vision Transformer NeurIPS 2022 RainNet: A Large-Scale Imagery Dataset and Benchmark for Spatial Precipitation Downscaling NeurIPS 2022 Reference-Based Speech Enhancement via Feature Alignment and Fusion Network AAAI 2022 ReMoNet: Recurrent Multi-Output Network for Efficient Video Denoising AAAI 2022 Rep-Net: Efficient On-Device Learning via Feature Reprogramming CVPR 2022 Resource-Adaptive Federated Learning with All-In-One Neural Composition NeurIPS 2022 Restormer: Efficient Transformer for High-Resolution Image Restoration CVPR 2022 Rethinking Resolution in the Context of Efficient Video Recognition NeurIPS 2022 Retrieval-Free Knowledge-Grounded Dialogue Response Generation with Adapters ACL 2022 Reversible Vision Transformers CVPR 2022