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Efficient Computing

6,876 papers

Papers per year

Papers

Sparse Tensor Additive Regression JMLR 2021
Histogram Transform Ensembles for Large-scale Regression JMLR 2021
River: machine learning for streaming data in Python JMLR 2021
NUQSGD: Provably Communication-efficient Data-parallel SGD via Nonuniform Quantization JMLR 2021
Hyperparameter Optimization via Sequential Uniform Designs JMLR 2021
A Greedy Algorithm for Quantizing Neural Networks JMLR 2021
mlr3pipelines - Flexible Machine Learning Pipelines in R JMLR 2021
Cooperative SGD: A Unified Framework for the Design and Analysis of Local-Update SGD Algorithms JMLR 2021
TensorHive: Management of Exclusive GPU Access for Distributed Machine Learning Workloads JMLR 2021
Sparsity in Deep Learning: Pruning and growth for efficient inference and training in neural networks JMLR 2021
Stable-Baselines3: Reliable Reinforcement Learning Implementations JMLR 2021
CAT: Compression-Aware Training for bandwidth reduction JMLR 2021
Tailoring automated data augmentation to H&E-stained histopathology MIDL 2021
Direct Inference of Cell Positions using Lens-Free Microscopy and Deep Learning MIDL 2021
Fast and Scalable Dialogue State Tracking with Explicit Modular Decomposition NAACL 2021
LightningDOT: Pre-training Visual-Semantic Embeddings for Real-Time Image-Text Retrieval NAACL 2021
Assessing Reference-Free Peer Evaluation for Machine Translation NAACL 2021
A Global Past-Future Early Exit Method for Accelerating Inference of Pre-trained Language Models NAACL 2021
Non-Autoregressive Semantic Parsing for Compositional Task-Oriented Dialog NAACL 2021
Exploring the Relationship Between Algorithm Performance, Vocabulary, and Run-Time in Text Classification NAACL 2021
On the Transformer Growth for Progressive BERT Training NAACL 2021
Multimodal End-to-End Sparse Model for Emotion Recognition NAACL 2021
Rethinking Perturbations in Encoder-Decoders for Fast Training NAACL 2021
TR-BERT: Dynamic Token Reduction for Accelerating BERT Inference NAACL 2021
Designing a Minimal Retrieve-and-Read System for Open-Domain Question Answering NAACL 2021