Optimization & Theory

Pruning-as-Search: Efficient Neural Architecture Search via Channel Pruning and Structural Reparameterization IJCAI 2022 Pruning Neural Networks via Coresets and Convex Geometry: Towards No Assumptions NeurIPS 2022 Pyramid-BERT: Reducing Complexity via Successive Core-set based Token Selection ACL 2022 Pythae: Unifying Generative Autoencoders in Python - A Benchmarking Use Case NeurIPS 2022 QDrop: Randomly Dropping Quantization for Extremely Low-bit Post-Training Quantization ICLR 2022 Quadapter: Adapter for GPT-2 Quantization EMNLP 2022 Quality-Aware Decoding for Neural Machine Translation NAACL 2022 Quantization-Aware Deep Optics for Diffractive Snapshot Hyperspectral Imaging CVPR 2022 Quantized Training of Gradient Boosting Decision Trees NeurIPS 2022 Quarantine: Sparsity Can Uncover the Trojan Attack Trigger for Free CVPR 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 Rank Diminishing in Deep Neural Networks NeurIPS 2022 Ranking Info Noise Contrastive Estimation: Boosting Contrastive Learning via Ranked Positives AAAI 2022 RAPQ: Rescuing Accuracy for Power-of-Two Low-bit Post-training Quantization IJCAI 2022 Rare Gems: Finding Lottery Tickets at Initialization NeurIPS 2022 Rate of Convergence of Polynomial Networks to Gaussian Processes COLT 2022 Real-Valued Backpropagation is Unsuitable for Complex-Valued Neural Networks NeurIPS 2022 Recall Distortion in Neural Network Pruning and the Undecayed Pruning Algorithm NeurIPS 2022 RedApt: An Adaptor for wav2vec 2 EncodingFaster and Smaller Speech Translation without Quality Compromise EMNLP 2022 Reducing Energy Consumption of Pressure Sensor Calibration Using Polynomial HyperNetworks with Fourier Features AAAI 2022 Redundant representations help generalization in wide neural networks NeurIPS 2022 Reference-Based Speech Enhancement via Feature Alignment and Fusion Network AAAI 2022 Reflash Dropout in Image Super-Resolution CVPR 2022