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| Quantization of Generative Adversarial Networks for Efficient Inference: a Methodological Study | Aug 31, 2021 | Neural Network CompressionQuantization | —Unverified | 0 |
| DKM: Differentiable K-Means Clustering Layer for Neural Network Compression | Aug 28, 2021 | ClusteringModel Compression | —Unverified | 0 |
| Boosting the Convergence of Reinforcement Learning-based Auto-pruning Using Historical Data | Jul 16, 2021 | Neural Network Compressionreinforcement-learning | —Unverified | 0 |
| Data-Driven Low-Rank Neural Network Compression | Jul 13, 2021 | Neural Network Compression | —Unverified | 0 |
| HEMP: High-order Entropy Minimization for neural network comPression | Jul 12, 2021 | Neural Network CompressionQuantization | —Unverified | 0 |
| Joint Matrix Decomposition for Deep Convolutional Neural Networks Compression | Jul 9, 2021 | Efficient Neural NetworkMatrix Factorization / Decomposition | CodeCode Available | 0 |
| Exact Backpropagation in Binary Weighted Networks with Group Weight Transformations | Jul 3, 2021 | BinarizationClassification with Binary Weight Network | CodeCode Available | 0 |
| Minimally Invasive Surgery for Sparse Neural Networks in Contrastive Manner | Jun 19, 2021 | Knowledge DistillationModel Compression | —Unverified | 0 |
| Efficient Deep Learning: A Survey on Making Deep Learning Models Smaller, Faster, and Better | Jun 16, 2021 | Deep LearningInformation Retrieval | CodeCode Available | 1 |
| Efficient Micro-Structured Weight Unification and Pruning for Neural Network Compression | Jun 15, 2021 | Neural Network Compression | —Unverified | 0 |
| Heavy Tails in SGD and Compressibility of Overparametrized Neural Networks | Jun 7, 2021 | Generalization BoundsNeural Network Compression | CodeCode Available | 0 |
| Towards Compact CNNs via Collaborative Compression | May 24, 2021 | Neural Network CompressionTensor Decomposition | CodeCode Available | 0 |
| Data-Free Knowledge Distillation with Soft Targeted Transfer Set Synthesis | Apr 10, 2021 | Data-free Knowledge DistillationKnowledge Distillation | —Unverified | 0 |
| Spectral Tensor Train Parameterization of Deep Learning Layers | Mar 7, 2021 | Deep Learningimage-classification | CodeCode Available | 1 |
| Scaling Up Exact Neural Network Compression by ReLU Stability | Feb 15, 2021 | Neural Network Compression | CodeCode Available | 0 |
| FAT: Learning Low-Bitwidth Parametric Representation via Frequency-Aware Transformation | Feb 15, 2021 | Model CompressionNeural Network Compression | CodeCode Available | 1 |
| Neural Network Compression for Noisy Storage Devices | Feb 15, 2021 | Model CompressionNeural Network Compression | —Unverified | 0 |
| UMEC: Unified model and embedding compression for efficient recommendation systems | Jan 1, 2021 | Efficient Neural Networkfeature selection | —Unverified | 0 |
| Sparse matrix products for neural network compression | Jan 1, 2021 | Neural Network Compression | —Unverified | 0 |
| Efficient CNN-LSTM based Image Captioning using Neural Network Compression | Dec 17, 2020 | DecoderImage Captioning | CodeCode Available | 0 |
| Robustness and Transferability of Universal Attacks on Compressed Models | Dec 10, 2020 | Neural Network CompressionQuantization | CodeCode Available | 1 |
| Parallel Blockwise Knowledge Distillation for Deep Neural Network Compression | Dec 5, 2020 | Knowledge DistillationNeural Network Compression | CodeCode Available | 0 |
| Multi-head Knowledge Distillation for Model Compression | Dec 5, 2020 | image-classificationImage Classification | —Unverified | 0 |
| torchdistill: A Modular, Configuration-Driven Framework for Knowledge Distillation | Nov 25, 2020 | Image ClassificationInstance Segmentation | —Unverified | 0 |
