conftrace_

neural network optimization

1293 papers

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Co-occurring keywords

model compression (3302) neural network (6616) convolutional neural network (4226) gradient descent (1144) stochastic gradient descent (1091) efficient computing (781) deep neural network (1803) large language model (13587) knowledge distillation (3725) representation learning (6206)

Papers

SimiGrad: Fine-Grained Adaptive Batching for Large Scale Training using Gradient Similarity Measurement NIPS 2021
RAST: Domain-Robust Dialogue Rewriting as Sequence Tagging EMNLP 2021
Heterogeneous Grid Convolution for Adaptive, Efficient, and Controllable Computation CVPR 2021
You Only Look One-Level Feature CVPR 2021
Cross-Iteration Batch Normalization CVPR 2021
Quantifying the Benefit of Using Differentiable Learning over Tangent Kernels ICML 2021
End-to-End High Dynamic Range Camera Pipeline Optimization CVPR 2021
Gradient Forward-Propagation for Large-Scale Temporal Video Modelling CVPR 2021
Low-Fidelity Video Encoder Optimization for Temporal Action Localization NIPS 2021
Regularizing Neural Networks via Adversarial Model Perturbation CVPR 2021
SmBoP: Semi-autoregressive Bottom-up Semantic Parsing NAACL 2021
Optimal ANN-SNN Conversion for Fast and Accurate Inference in Deep Spiking Neural Networks IJCAI 2021
Incremental Beam Manipulation for Natural Language Generation EACL 2021
Analytic Insights into Structure and Rank of Neural Network Hessian Maps NIPS 2021
Better Training using Weight-Constrained Stochastic Dynamics ICML 2021
Phase Diagram for Two-layer ReLU Neural Networks at Infinite-width Limit JMLR 2021
The Heavy-Tail Phenomenon in SGD ICML 2021
A Unified Analysis of First-Order Methods for Smooth Games via Integral Quadratic Constraints JMLR 2021
LSH-SMILE: Locality Sensitive Hashing Accelerated Simulation and Learning NIPS 2021
Faster Meta Update Strategy for Noise-Robust Deep Learning CVPR 2021
SAPE: Spatially-Adaptive Progressive Encoding for Neural Optimization NIPS 2021
Marginal Utility Diminishes: Exploring the Minimum Knowledge for BERT Knowledge Distillation IJCNLP 2021
On Training Implicit Models NIPS 2021
ASAM: Adaptive Sharpness-Aware Minimization for Scale-Invariant Learning of Deep Neural Networks ICML 2021
A Unified Framework for Planning with Learned Neural Network Transition Models AAAI 2021