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Efficient Computing

6,876 papers

Papers per year

Papers

Efficient Test-Time Model Adaptation without Forgetting ICML 2022
Zero-shot AutoML with Pretrained Models ICML 2022
POET: Training Neural Networks on Tiny Devices with Integrated Rematerialization and Paging ICML 2022
Adaptive Second Order Coresets for Data-efficient Machine Learning ICML 2022
Winning the Lottery Ahead of Time: Efficient Early Network Pruning ICML 2022
DeepSpeed-MoE: Advancing Mixture-of-Experts Inference and Training to Power Next-Generation AI Scale ICML 2022
Proximal Exploration for Model-guided Protein Sequence Design ICML 2022
FedNL: Making Newton-Type Methods Applicable to Federated Learning ICML 2022
Off-Policy Evaluation for Large Action Spaces via Embeddings ICML 2022
DNS: Determinantal Point Process Based Neural Network Sampler for Ensemble Reinforcement Learning ICML 2022
Scalable Computation of Causal Bounds ICML 2022
Lightweight Projective Derivative Codes for Compressed Asynchronous Gradient Descent ICML 2022
Accelerating Bayesian Optimization for Biological Sequence Design with Denoising Autoencoders ICML 2022
LCANets: Lateral Competition Improves Robustness Against Corruption and Attack ICML 2022
Design-Bench: Benchmarks for Data-Driven Offline Model-Based Optimization ICML 2022
EDEN: Communication-Efficient and Robust Distributed Mean Estimation for Federated Learning ICML 2022
Fast Lossless Neural Compression with Integer-Only Discrete Flows ICML 2022
ProgFed: Effective, Communication, and Computation Efficient Federated Learning by Progressive Training ICML 2022
BabelTower: Learning to Auto-parallelized Program Translation ICML 2022
Leverage Score Sampling for Tensor Product Matrices in Input Sparsity Time ICML 2022
MemSR: Training Memory-efficient Lightweight Model for Image Super-Resolution ICML 2022
Optimally Controllable Perceptual Lossy Compression ICML 2022
NLP From Scratch Without Large-Scale Pretraining: A Simple and Efficient Framework ICML 2022
Be Like Water: Adaptive Floating Point for Machine Learning ICML 2022
QSFL: A Two-Level Uplink Communication Optimization Framework for Federated Learning ICML 2022