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Model Compression

1,718 papers

Papers per year

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4
128
453
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Papers

BMInf: An Efficient Toolkit for Big Model Inference and Tuning ACL 2022
Compressing Sentence Representation for Semantic Retrieval via Homomorphic Projective Distillation ACL 2022
Finding the Dominant Winning Ticket in Pre-Trained Language Models ACL 2022
Aligned Weight Regularizers for Pruning Pretrained Neural Networks ACL 2022
DACT-BERT: Differentiable Adaptive Computation Time for an Efficient BERT Inference ACL 2022
Optimal channel selection with discrete QCQP AISTATS 2022
FLIX: A Simple and Communication-Efficient Alternative to Local Methods in Federated Learning AISTATS 2022
Attribute Injection for Pretrained Language Models: A New Benchmark and an Efficient Method COLING 2022
Parameter-Efficient Neural Reranking for Cross-Lingual and Multilingual Retrieval COLING 2022
Combining Compressions for Multiplicative Size Scaling on Natural Language Tasks COLING 2022
PlugAT: A Plug and Play Module to Defend against Textual Adversarial Attack COLING 2022
LayerConnect: Hypernetwork-Assisted Inter-Layer Connector to Enhance Parameter Efficiency COLING 2022
Parameter-Efficient Mixture-of-Experts Architecture for Pre-trained Language Models COLING 2022
Token and Head Adaptive Transformers for Efficient Natural Language Processing COLING 2022
MockingBERT: A Method for Retroactively Adding Resilience to NLP Models COLING 2022
Accelerating Inference for Pretrained Language Models by Unified Multi-Perspective Early Exiting COLING 2022
Pro-KD: Progressive Distillation by Following the Footsteps of the Teacher COLING 2022
Forward Compatible Training for Large-Scale Embedding Retrieval Systems CVPR 2022
DiSparse: Disentangled Sparsification for Multitask Model Compression CVPR 2022
Controllable Dynamic Multi-Task Architectures CVPR 2022
Contextual Similarity Distillation for Asymmetric Image Retrieval CVPR 2022
Layer-Wised Model Aggregation for Personalized Federated Learning CVPR 2022
Revisiting Random Channel Pruning for Neural Network Compression CVPR 2022
Mr.BiQ: Post-Training Non-Uniform Quantization Based on Minimizing the Reconstruction Error CVPR 2022
Online Convolutional Re-Parameterization CVPR 2022