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Machine Learning
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Efficient Computing
6,876 papers
Papers per year
2003: 3
2004: 2
2005: 3
2006: 3
2007: 8
2008: 10
2009: 7
2010: 11
2011: 12
2012: 15
2013: 53
2014: 48
2015: 55
2016: 97
2017: 135
2018: 233
2019: 369
2020: 502
2021: 664
2022: 741
2023: 1039
2024: 1063
2025: 1395
2026: 408
Papers
LENA: Communication-Efficient Distributed Learning with Self-Triggered Gradient Uploads
AISTATS 2021
A Linearly Convergent Algorithm for Decentralized Optimization: Sending Less Bits for Free!
AISTATS 2021
Attribute-Efficient Learning of Halfspaces with Malicious Noise: Near-Optimal Label Complexity and Noise Tolerance
ALT 2021
SGD Generalizes Better Than GD (And Regularization Doesn’t Help)
COLT 2021
Near-Optimal Entrywise Sampling of Numerically Sparse Matrices
COLT 2021
CondenseNet V2: Sparse Feature Reactivation for Deep Networks
CVPR 2021
NPAS: A Compiler-Aware Framework of Unified Network Pruning and Architecture Search for Beyond Real-Time Mobile Acceleration
CVPR 2021
Attention-Guided Image Compression by Deep Reconstruction of Compressive Sensed Saliency Skeleton
CVPR 2021
AdderSR: Towards Energy Efficient Image Super-Resolution
CVPR 2021
Faster Meta Update Strategy for Noise-Robust Deep Learning
CVPR 2021
Bi-GCN: Binary Graph Convolutional Network
CVPR 2021
HDR Environment Map Estimation for Real-Time Augmented Reality
CVPR 2021
Efficient Multi-Stage Video Denoising With Recurrent Spatio-Temporal Fusion
CVPR 2021
Implicit Feature Alignment: Learn To Convert Text Recognizer to Text Spotter
CVPR 2021
SIPSA-Net: Shift-Invariant Pan Sharpening With Moving Object Alignment for Satellite Imagery
CVPR 2021
Deep RGB-D Saliency Detection With Depth-Sensitive Attention and Automatic Multi-Modal Fusion
CVPR 2021
Exploring Sparsity in Image Super-Resolution for Efficient Inference
CVPR 2021
Optimal Quantization Using Scaled Codebook
CVPR 2021
Real-Time High-Resolution Background Matting
CVPR 2021
Neural Side-by-Side: Predicting Human Preferences for No-Reference Super-Resolution Evaluation
CVPR 2021
Coordinate Attention for Efficient Mobile Network Design
CVPR 2021
Controlling the Rain: From Removal to Rendering
CVPR 2021
NetAdaptV2: Efficient Neural Architecture Search With Fast Super-Network Training and Architecture Optimization
CVPR 2021
Retinex-Inspired Unrolling With Cooperative Prior Architecture Search for Low-Light Image Enhancement
CVPR 2021
Automated Log-Scale Quantization for Low-Cost Deep Neural Networks
CVPR 2021
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