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Model Compression

139 directly classified papers

Papers per year

Papers

Pruning Pre-trained Language Models with Principled Importance and Self-regularization ACL 2023
Bit-Shrinking: Limiting Instantaneous Sharpness for Improving Post-Training Quantization CVPR 2023
Solving Oscillation Problem in Post-Training Quantization Through a Theoretical Perspective CVPR 2023
DEPN: Detecting and Editing Privacy Neurons in Pretrained Language Models EMNLP 2023
Polynomially Over-Parameterized Convolutional Neural Networks Contain Structured Strong Winning Lottery Tickets NIPS 2023
Understanding Neural Network Binarization with Forward and Backward Proximal Quantizers NIPS 2023
Model Shapley: Equitable Model Valuation with Black-box Access NIPS 2023
Accelerated On-Device Forward Neural Network Training with Module-Wise Descending Asynchronism NIPS 2023
Pass off Fish Eyes for Pearls: Attacking Model Selection of Pre-trained Models ACL 2022
Block-Skim: Efficient Question Answering for Transformer AAAI 2022
FedDUAP: Federated Learning with Dynamic Update and Adaptive Pruning Using Shared Data on the Server IJCAI 2022
Random Normalization Aggregation for Adversarial Defense NIPS 2022
Graph-based Model Generation for Few-Shot Relation Extraction EMNLP 2022
Rare Gems: Finding Lottery Tickets at Initialization NIPS 2022
Efficient Dataset Distillation using Random Feature Approximation NIPS 2022
Sparse Structure Search for Delta Tuning NIPS 2022
Spartan: Differentiable Sparsity via Regularized Transportation NIPS 2022
Less is More: Summary of Long Instructions is Better for Program Synthesis EMNLP 2022
Tutoring Helps Students Learn Better: Improving Knowledge Distillation for BERT with Tutor Network EMNLP 2022
Efficient Two-Stage Progressive Quantization of BERT EMNLP 2022
Towards Fair Dataset Distillation for Text Classification EMNLP 2022
ZooD: Exploiting Model Zoo for Out-of-Distribution Generalization NIPS 2022
Quarantine: Sparsity Can Uncover the Trojan Attack Trigger for Free CVPR 2022
Get More at Once: Alternating Sparse Training with Gradient Correction NIPS 2022
Measuring and Reducing Model Update Regression in Structured Prediction for NLP NIPS 2022