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Efficient Computing

6,876 papers

Papers per year

Papers

Efficient On-Chip Learning for Optical Neural Networks Through Power-Aware Sparse Zeroth-Order Optimization AAAI 2021
Linearly Replaceable Filters for Deep Network Channel Pruning AAAI 2021
Winning Lottery Tickets in Deep Generative Models AAAI 2021
A Flexible Framework for Communication-Efficient Machine Learning AAAI 2021
GLISTER: Generalization based Data Subset Selection for Efficient and Robust Learning AAAI 2021
Compressing Deep Convolutional Neural Networks by Stacking Low-dimensional Binary Convolution Filters AAAI 2021
Memory and Computation-Efficient Kernel SVM via Binary Embedding and Ternary Model Coefficients AAAI 2021
Doubly Residual Neural Decoder: Towards Low-Complexity High-Performance Channel Decoding AAAI 2021
Post-training Quantization with Multiple Points: Mixed Precision without Mixed Precision AAAI 2021
ROSITA: Refined BERT cOmpreSsion with InTegrAted techniques AAAI 2021
Revisiting Co-Occurring Directions: Sharper Analysis and Efficient Algorithm for Sparse Matrices AAAI 2021
RT3D: Achieving Real-Time Execution of 3D Convolutional Neural Networks on Mobile Devices AAAI 2021
Vector Quantized Bayesian Neural Network Inference for Data Streams AAAI 2021
Classifying Sequences of Extreme Length with Constant Memory Applied to Malware Detection AAAI 2021
Anytime Inference with Distilled Hierarchical Neural Ensembles AAAI 2021
Time Series Anomaly Detection with Multiresolution Ensemble Decoding AAAI 2021
Strategy and Benchmark for Converting Deep Q-Networks to Event-Driven Spiking Neural Networks AAAI 2021
Empowering Adaptive Early-Exit Inference with Latency Awareness AAAI 2021
Frugal Optimization for Cost-related Hyperparameters AAAI 2021
Communication-Efficient Frank-Wolfe Algorithm for Nonconvex Decentralized Distributed Learning AAAI 2021
MUFASA: Multimodal Fusion Architecture Search for Electronic Health Records AAAI 2021
FracBits: Mixed Precision Quantization via Fractional Bit-Widths AAAI 2021
Amata: An Annealing Mechanism for Adversarial Training Acceleration AAAI 2021
Any-Precision Deep Neural Networks AAAI 2021
OpEvo: An Evolutionary Method for Tensor Operator Optimization AAAI 2021