Efficient Computing

PoNet: Pooling Network for Efficient Token Mixing in Long Sequences ICLR 2022 Pooling Revisited: Your Receptive Field Is Suboptimal CVPR 2022 PowerTCP: Pushing the Performance Limits of Datacenter Networks NSDI 2022 Predicting Attention Sparsity in Transformers ACL 2022 Predicting label distribution improves non-intrusive speech quality estimation Interspeech 2022 Predictive Maintenance for General Aviation Using Convolutional Transformers AAAI 2022 Prior Gradient Mask Guided Pruning-Aware Fine-Tuning AAAI 2022 Prioritized Training on Points that are Learnable, Worth Learning, and not yet Learnt ICML 2022 Privacy-aware compression for federated data analysis UAI 2022 PrivateSNN: Privacy-Preserving Spiking Neural Networks AAAI 2022 Probing Structured Pruning on Multilingual Pre-trained Models: Settings, Algorithms, and Efficiency ACL 2022 Processing Long Legal Documents with Pre-trained Transformers: Modding LegalBERT and Longformer EMNLP 2022 ProgFed: Effective, Communication, and Computation Efficient Federated Learning by Progressive Training ICML 2022 Progressive Automatic Design of Search Space for One-Shot Neural Architecture Search WACV 2022 Prompt Compression and Contrastive Conditioning for Controllability and Toxicity Reduction in Language Models EMNLP 2022 Prompt-free and Efficient Few-shot Learning with Language Models ACL 2022 Prompting to Distill: Boosting Data-Free Knowledge Distillation via Reinforced Prompt IJCAI 2022 Prospect Pruning: Finding Trainable Weights at Initialization using Meta-Gradients ICLR 2022 ProtoAI: Model-Informed Prototyping for AI-Powered Interfaces (Extended Abstract) IJCAI 2022 Proximal and Federated Random Reshuffling ICML 2022 Proximal Exploration for Model-guided Protein Sequence Design ICML 2022 Prune and Tune Ensembles: Low-Cost Ensemble Learning with Sparse Independent Subnetworks AAAI 2022 Pruned RNN-T for fast, memory-efficient ASR training Interspeech 2022 Pruning Neural Networks via Coresets and Convex Geometry: Towards No Assumptions NeurIPS 2022 Pruning’s Effect on Generalization Through the Lens of Training and Regularization NeurIPS 2022