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Efficient Computing

6,876 papers

Papers per year

Papers

Snowflake: Scaling GNNs to high-dimensional continuous control via parameter freezing NIPS 2021
Learning to Schedule Heuristics in Branch and Bound NIPS 2021
One Loss for All: Deep Hashing with a Single Cosine Similarity based Learning Objective NIPS 2021
Memory Efficient Meta-Learning with Large Images NIPS 2021
Structured in Space, Randomized in Time: Leveraging Dropout in RNNs for Efficient Training NIPS 2021
CHIP: CHannel Independence-based Pruning for Compact Neural Networks NIPS 2021
Piper: Multidimensional Planner for DNN Parallelization NIPS 2021
IA-RED$^2$: Interpretability-Aware Redundancy Reduction for Vision Transformers NIPS 2021
Mastering Atari Games with Limited Data NIPS 2021
Look at the Variance! Efficient Black-box Explanations with Sobol-based Sensitivity Analysis NIPS 2021
Enabling Fast Differentially Private SGD via Just-in-Time Compilation and Vectorization NIPS 2021
Improving Computational Efficiency in Visual Reinforcement Learning via Stored Embeddings NIPS 2021
Hardware-adaptive Efficient Latency Prediction for NAS via Meta-Learning NIPS 2021
Dynamic Resolution Network NIPS 2021
AC-GC: Lossy Activation Compression with Guaranteed Convergence NIPS 2021
Faster Neural Network Training with Approximate Tensor Operations NIPS 2021
Post-Training Quantization for Vision Transformer NIPS 2021
Powerpropagation: A sparsity inducing weight reparameterisation NIPS 2021
Stronger NAS with Weaker Predictors NIPS 2021
Differentiable Optimization of Generalized Nondecomposable Functions using Linear Programs NIPS 2021
DRONE: Data-aware Low-rank Compression for Large NLP Models NIPS 2021
Heavy Tails in SGD and Compressibility of Overparametrized Neural Networks NIPS 2021
FMMformer: Efficient and Flexible Transformer via Decomposed Near-field and Far-field Attention NIPS 2021
Beta-CROWN: Efficient Bound Propagation with Per-neuron Split Constraints for Neural Network Robustness Verification NIPS 2021
Error Compensated Distributed SGD Can Be Accelerated NIPS 2021