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Model Compression

1,785 papers

Papers per year

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Papers

Ultra-High Dimensional Sparse Representations with Binarization for Efficient Text Retrieval EMNLP 2021
Towards Zero-Shot Knowledge Distillation for Natural Language Processing EMNLP 2021
Universal-KD: Attention-based Output-Grounded Intermediate Layer Knowledge Distillation EMNLP 2021
Understanding and Overcoming the Challenges of Efficient Transformer Quantization EMNLP 2021
Raise a Child in Large Language Model: Towards Effective and Generalizable Fine-tuning EMNLP 2021
Block Pruning For Faster Transformers EMNLP 2021
Finetuning Pretrained Transformers into RNNs EMNLP 2021
How to Train BERT with an Academic Budget EMNLP 2021
Beyond Preserved Accuracy: Evaluating Loyalty and Robustness of BERT Compression EMNLP 2021
UnClE: Explicitly Leveraging Semantic Similarity to Reduce the Parameters of Word Embeddings EMNLP 2021
The Low-Resource Double Bind: An Empirical Study of Pruning for Low-Resource Machine Translation EMNLP 2021
Subformer: Exploring Weight Sharing for Parameter Efficiency in Generative Transformers EMNLP 2021
Block-wise Word Embedding Compression Revisited: Better Weighting and Structuring EMNLP 2021
Sustainable Modular Debiasing of Language Models EMNLP 2021
Pruning Neural Machine Translation for Speed Using Group Lasso EMNLP 2021
ResRep: Lossless CNN Pruning via Decoupling Remembering and Forgetting ICCV 2021
SACoD: Sensor Algorithm Co-Design Towards Efficient CNN-Powered Intelligent PhlatCam ICCV 2021
FairNAS: Rethinking Evaluation Fairness of Weight Sharing Neural Architecture Search ICCV 2021
AdaMML: Adaptive Multi-Modal Learning for Efficient Video Recognition ICCV 2021
Large Scale Multi-Illuminant (LSMI) Dataset for Developing White Balance Algorithm Under Mixed Illumination ICCV 2021
Bit-Mixer: Mixed-Precision Networks With Runtime Bit-Width Selection ICCV 2021
Achieving On-Mobile Real-Time Super-Resolution With Neural Architecture and Pruning Search ICCV 2021
Low-Precision Reinforcement Learning: Running Soft Actor-Critic in Half Precision ICML 2021
A Unified Lottery Ticket Hypothesis for Graph Neural Networks ICML 2021
Double-Win Quant: Aggressively Winning Robustness of Quantized Deep Neural Networks via Random Precision Training and Inference ICML 2021