conftrace_
← Optimization & Theory
Deep Learning › Optimization & Theory ›

Model Compression

1,785 papers

Papers per year

7
197
419
'15
'20
'25

Papers

Accurate Post Training Quantization With Small Calibration Sets ICML 2021
DeepReDuce: ReLU Reduction for Fast Private Inference ICML 2021
BASE Layers: Simplifying Training of Large, Sparse Models ICML 2021
HEMET: A Homomorphic-Encryption-Friendly Privacy-Preserving Mobile Neural Network Architecture ICML 2021
Dense for the Price of Sparse: Improved Performance of Sparsely Initialized Networks via a Subspace Offset ICML 2021
Interpreting and Disentangling Feature Components of Various Complexity from DNNs ICML 2021
On the Predictability of Pruning Across Scales ICML 2021
Accelerate CNNs from Three Dimensions: A Comprehensive Pruning Framework ICML 2021
HAWQ-V3: Dyadic Neural Network Quantization ICML 2021
Large Scale Private Learning via Low-rank Reparametrization ICML 2021
Efficient Lottery Ticket Finding: Less Data is More ICML 2021
Pruning of Deep Spiking Neural Networks through Gradient Rewiring IJCAI 2021
Graph-Free Knowledge Distillation for Graph Neural Networks IJCAI 2021
Against Membership Inference Attack: Pruning is All You Need IJCAI 2021
Decomposable-Net: Scalable Low-Rank Compression for Neural Networks IJCAI 2021
Uncertainty-aware Binary Neural Networks IJCAI 2021
Towards Fast and Accurate Multi-Person Pose Estimation on Mobile Devices IJCAI 2021
On-Device Streaming Transformer-Based End-to-End Speech Recognition INTERSPEECH 2021
Dynamic Encoder Transducer: A Flexible Solution for Trading Off Accuracy for Latency INTERSPEECH 2021
Efficient Weight Factorization for Multilingual Speech Recognition INTERSPEECH 2021
Compressing 1D Time-Channel Separable Convolutions Using Sparse Random Ternary Matrices INTERSPEECH 2021
Extremely Low Footprint End-to-End ASR System for Smart Device INTERSPEECH 2021
PQK: Model Compression via Pruning, Quantization, and Knowledge Distillation INTERSPEECH 2021
Efficient Conformer with Prob-Sparse Attention Mechanism for End-to-End Speech Recognition INTERSPEECH 2021
LassoNet: A Neural Network with Feature Sparsity JMLR 2021