Efficient Computing

Potential Passenger Flow Prediction: A Novel Study for Urban Transportation Development AAAI 2020 PoWER-BERT: Accelerating BERT Inference via Progressive Word-vector Elimination ICML 2020 Practical Low-Rank Communication Compression in Decentralized Deep Learning NeurIPS 2020 Precision Gating: Improving Neural Network Efficiency with Dynamic Dual-Precision Activations ICLR 2020 Probabilistic Connection Importance Inference and Lossless Compression of Deep Neural Networks ICLR 2020 Progressive Boundary Refinement Network for Temporal Action Detection AAAI 2020 Provable Filter Pruning for Efficient Neural Networks ICLR 2020 Pruning from Scratch AAAI 2020 Pruning neural networks without any data by iteratively conserving synaptic flow NeurIPS 2020 Pruning Redundant Mappings in Transformer Models via Spectral-Normalized Identity Prior EMNLP 2020 PSForest: Improving Deep Forest via Feature Pooling and Error Screening ACML 2020 Pushing the Limits of Narrow Precision Inferencing at Cloud Scale with Microsoft Floating Point NeurIPS 2020 PyGlove: Symbolic Programming for Automated Machine Learning NeurIPS 2020 pyMMAX2: Deep Access to MMAX2 Projects from Python COLING 2020 Q-BERT: Hessian Based Ultra Low Precision Quantization of BERT AAAI 2020 Quantifying Attention Flow in Transformers ACL 2020 Quantized Compressive Sampling of Stochastic Gradients for Efficient Communication in Distributed Deep Learning AAAI 2020 QUICKSAL: A small and sparse visual saliency model for efficient inference in resource constrained hardware WACV 2020 Rammer: Enabling Holistic Deep Learning Compiler Optimizations with rTasks OSDI 2020 Randomized Block-Diagonal Preconditioning for Parallel Learning ICML 2020 Rank and run-time aware compression of NLP Applications EMNLP 2020 Real-Time Single-Channel Deep Neural Network-Based Speech Enhancement on Edge Devices Interspeech 2020 Reborn Filters: Pruning Convolutional Neural Networks with Limited Data AAAI 2020 Re-Examining Linear Embeddings for High-Dimensional Bayesian Optimization NeurIPS 2020 Regularized Training and Tight Certification for Randomized Smoothed Classifier with Provable Robustness AAAI 2020