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Model Compression

1928 directly classified papers

Papers per year

Papers

Adversarial Neuron Pruning Purifies Backdoored Deep Models NIPS 2021
Topological Detection of Trojaned Neural Networks NIPS 2021
Post-Training Sparsity-Aware Quantization NIPS 2021
Scalable Diverse Model Selection for Accessible Transfer Learning NIPS 2021
OSOA: One-Shot Online Adaptation of Deep Generative Models for Lossless Compression NIPS 2021
Only Train Once: A One-Shot Neural Network Training And Pruning Framework NIPS 2021
CHIP: CHannel Independence-based Pruning for Compact Neural Networks NIPS 2021
Learning Frequency Domain Approximation for Binary Neural Networks NIPS 2021
CBP: backpropagation with constraint on weight precision using a pseudo-Lagrange multiplier method NIPS 2021
Chasing Sparsity in Vision Transformers: An End-to-End Exploration NIPS 2021
IA-RED$^2$: Interpretability-Aware Redundancy Reduction for Vision Transformers NIPS 2021
Compacter: Efficient Low-Rank Hypercomplex Adapter Layers NIPS 2021
Random Noise Defense Against Query-Based Black-Box Attacks NIPS 2021
Certifying Top-Down Decision-DNNF Compilers AAAI 2021
Robust Transfer Learning with Pretrained Language Models through Adapters IJCNLP 2021
Accelerating BERT Inference for Sequence Labeling via Early-Exit IJCNLP 2021
Importance-based Neuron Allocation for Multilingual Neural Machine Translation IJCNLP 2021
An Efficient Transformer Decoder with Compressed Sub-layers AAAI 2021
AutoTinyBERT: Automatic Hyper-parameter Optimization for Efficient Pre-trained Language Models ACL 2021
Robust Transfer Learning with Pretrained Language Models through Adapters ACL 2021
Revisiting Pretraining with Adapters ACL 2021
An Overview of Uncertainty Calibration for Text Classification and the Role of Distillation ACL 2021
Direction is what you need: Improving Word Embedding Compression in Large Language Models ACL 2021
AdaTag: Multi-Attribute Value Extraction from Product Profiles with Adaptive Decoding ACL 2021
Continual Learning for Task-oriented Dialogue System with Iterative Network Pruning, Expanding and Masking ACL 2021