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Efficient Computing

6,876 papers

Papers per year

Papers

GRAD-MATCH: Gradient Matching based Data Subset Selection for Efficient Deep Model Training ICML 2021
I-BERT: Integer-only BERT Quantization ICML 2021
Boosting the Throughput and Accelerator Utilization of Specialized CNN Inference Beyond Increasing Batch Size ICML 2021
Efficient Message Passing for 0–1 ILPs with Binary Decision Diagrams ICML 2021
CountSketches, Feature Hashing and the Median of Three ICML 2021
Winograd Algorithm for AdderNet ICML 2021
TeraPipe: Token-Level Pipeline Parallelism for Training Large-Scale Language Models ICML 2021
Do We Actually Need Dense Over-Parameterization? In-Time Over-Parameterization in Sparse Training ICML 2021
Group Fisher Pruning for Practical Network Compression ICML 2021
KO codes: inventing nonlinear encoding and decoding for reliable wireless communication via deep-learning ICML 2021
EfficientTTS: An Efficient and High-Quality Text-to-Speech Architecture ICML 2021
Memory-Efficient Pipeline-Parallel DNN Training ICML 2021
HardCoRe-NAS: Hard Constrained diffeRentiable Neural Architecture Search ICML 2021
Opening the Blackbox: Accelerating Neural Differential Equations by Regularizing Internal Solver Heuristics ICML 2021
Megaverse: Simulating Embodied Agents at One Million Experiences per Second ICML 2021
Dense for the Price of Sparse: Improved Performance of Sparsely Initialized Networks via a Subspace Offset ICML 2021
Training Data Subset Selection for Regression with Controlled Generalization Error ICML 2021
K-shot NAS: Learnable Weight-Sharing for NAS with K-shot Supernets ICML 2021
EfficientNetV2: Smaller Models and Faster Training ICML 2021
Accelerate CNNs from Three Dimensions: A Comprehensive Pruning Framework ICML 2021
KNAS: Green Neural Architecture Search ICML 2021
EL-Attention: Memory Efficient Lossless Attention for Generation ICML 2021
CATE: Computation-aware Neural Architecture Encoding with Transformers ICML 2021
HAWQ-V3: Dyadic Neural Network Quantization ICML 2021
Path Planning using Neural A* Search ICML 2021