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Model Compression

1503 directly classified papers

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Papers

Differentially Private Model Compression NIPS 2022
Is Integer Arithmetic Enough for Deep Learning Training? NIPS 2022
Deep Model Reassembly NIPS 2022
DENSE: Data-Free One-Shot Federated Learning NIPS 2022
Wavelet Feature Maps Compression for Image-to-Image CNNs NIPS 2022
Outsourcing Training without Uploading Data via Efficient Collaborative Open-Source Sampling NIPS 2022
A Win-win Deal: Towards Sparse and Robust Pre-trained Language Models NIPS 2022
Information-Theoretic GAN Compression with Variational Energy-based Model NIPS 2022
BiT: Robustly Binarized Multi-distilled Transformer NIPS 2022
Selective compression learning of latent representations for variable-rate image compression NIPS 2022
LST: Ladder Side-Tuning for Parameter and Memory Efficient Transfer Learning NIPS 2022
Symbolic Distillation for Learned TCP Congestion Control NIPS 2022
EcoFormer: Energy-Saving Attention with Linear Complexity NIPS 2022
Parameter-Efficient Masking Networks NIPS 2022
Mixture-of-Experts with Expert Choice Routing NIPS 2022
RED : Looking for Redundancies for Data-FreeStructured Compression of Deep Neural Networks NIPS 2021
The Low-Resource Double Bind: An Empirical Study of Pruning for Low-Resource Machine Translation EMNLP 2021
Ultra-High Dimensional Sparse Representations with Binarization for Efficient Text Retrieval EMNLP 2021
Simple and Effective Unsupervised Redundancy Elimination to Compress Dense Vectors for Passage Retrieval EMNLP 2021
GAML-BERT: Improving BERT Early Exiting by Gradient Aligned Mutual Learning EMNLP 2021
Understanding and Overcoming the Challenges of Efficient Transformer Quantization EMNLP 2021
Beyond Preserved Accuracy: Evaluating Loyalty and Robustness of BERT Compression EMNLP 2021
How to Select One Among All ? An Empirical Study Towards the Robustness of Knowledge Distillation in Natural Language Understanding EMNLP 2021
Less Is More: Domain Adaptation with Lottery Ticket for Reading Comprehension EMNLP 2021
ArabicTransformer: Efficient Large Arabic Language Model with Funnel Transformer and ELECTRA Objective EMNLP 2021