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Model Compression

1674 directly classified papers

Papers per year

Papers

AdaMML: Adaptive Multi-Modal Learning for Efficient Video Recognition ICCV 2021
Lightweight Adapter Tuning for Multilingual Speech Translation ACL 2021
Enabling Lightweight Fine-tuning for Pre-trained Language Model Compression based on Matrix Product Operators ACL 2021
Parameter-Efficient Transfer Learning with Diff Pruning ACL 2021
BinaryBERT: Pushing the Limit of BERT Quantization ACL 2021
Marginal Utility Diminishes: Exploring the Minimum Knowledge for BERT Knowledge Distillation ACL 2021
EarlyBERT: Efficient BERT Training via Early-bird Lottery Tickets ACL 2021
Weight Distillation: Transferring the Knowledge in Neural Network Parameters ACL 2021
Contributions of Transformer Attention Heads in Multi- and Cross-lingual Tasks ACL 2021
FairNAS: Rethinking Evaluation Fairness of Weight Sharing Neural Architecture Search ICCV 2021
SACoD: Sensor Algorithm Co-Design Towards Efficient CNN-Powered Intelligent PhlatCam ICCV 2021
ResRep: Lossless CNN Pruning via Decoupling Remembering and Forgetting ICCV 2021
Towards Fast and Accurate Multi-Person Pose Estimation on Mobile Devices IJCAI 2021
Uncertainty-aware Binary Neural Networks IJCAI 2021
Decomposable-Net: Scalable Low-Rank Compression for Neural Networks IJCAI 2021
Against Membership Inference Attack: Pruning is All You Need IJCAI 2021
Graph-Free Knowledge Distillation for Graph Neural Networks IJCAI 2021
Pruning of Deep Spiking Neural Networks through Gradient Rewiring IJCAI 2021
Frivolous Units: Wider Networks Are Not Really That Wide AAAI 2021
Slimmable Generative Adversarial Networks AAAI 2021
OPQ: Compressing Deep Neural Networks with One-shot Pruning-Quantization AAAI 2021
Linearly Replaceable Filters for Deep Network Channel Pruning AAAI 2021
Winning Lottery Tickets in Deep Generative Models AAAI 2021
Sparsity Aware Normalization for GANs AAAI 2021
Compressing Deep Convolutional Neural Networks by Stacking Low-dimensional Binary Convolution Filters AAAI 2021