| Soft Weight-Sharing for Neural Network Compression | Feb 13, 2017 | Neural Network CompressionQuantization | CodeCode Available | 0 | 5 |
| DeepSZ: A Novel Framework to Compress Deep Neural Networks by Using Error-Bounded Lossy Compression | Jan 26, 2019 | Network PruningNeural Network Compression | CodeCode Available | 0 | 5 |
| Minimal Random Code Learning: Getting Bits Back from Compressed Model Parameters | Sep 30, 2018 | Neural Network CompressionQuantization | CodeCode Available | 0 | 5 |
| Differentiable Fine-grained Quantization for Deep Neural Network Compression | Oct 20, 2018 | Neural Network CompressionQuantization | CodeCode Available | 0 | 5 |
| Automatic Neural Network Compression by Sparsity-Quantization Joint Learning: A Constrained Optimization-based Approach | Oct 14, 2019 | Neural Network CompressionQuantization | CodeCode Available | 0 | 5 |
| Dirichlet Pruning for Neural Network Compression | Nov 10, 2020 | Neural Network CompressionVariational Inference | CodeCode Available | 0 | 5 |
| Additive Tree-Structured Conditional Parameter Spaces in Bayesian Optimization: A Novel Covariance Function and a Fast Implementation | Oct 6, 2020 | Bayesian Optimizationglobal-optimization | CodeCode Available | 0 | 5 |
| Characterising Across-Stack Optimisations for Deep Convolutional Neural Networks | Sep 19, 2018 | CPUGPU | CodeCode Available | 0 | 5 |
| Language Models as Zero-shot Lossless Gradient Compressors: Towards General Neural Parameter Prior Models | Sep 26, 2024 | Neural Network CompressionQuantization | CodeCode Available | 0 | 5 |
| Magnitude and Similarity based Variable Rate Filter Pruning for Efficient Convolution Neural Networks | Dec 27, 2022 | Network PruningNeural Network Compression | CodeCode Available | 0 | 5 |
| Neural Network Compression of ACAS Xu Early Prototype is Unsafe: Closed-Loop Verification through Quantized State Backreachability | Jan 17, 2022 | Collision AvoidanceNeural Network Compression | CodeCode Available | 0 | 5 |
| Improving Neural Network Quantization without Retraining using Outlier Channel Splitting | Jan 28, 2019 | Language ModelingLanguage Modelling | CodeCode Available | 0 | 5 |
| Efficient CNN-LSTM based Image Captioning using Neural Network Compression | Dec 17, 2020 | DecoderImage Captioning | CodeCode Available | 0 | 5 |
| A Programmable Approach to Neural Network Compression | Nov 6, 2019 | Bayesian OptimizationImage Classification | CodeCode Available | 0 | 5 |
| Forward and Backward Information Retention for Accurate Binary Neural Networks | Sep 24, 2019 | BinarizationNeural Network Compression | CodeCode Available | 0 | 5 |
| Focused Quantization for Sparse CNNs | Mar 7, 2019 | Model CompressionNeural Network Compression | CodeCode Available | 0 | 5 |
| ECC: Platform-Independent Energy-Constrained Deep Neural Network Compression via a Bilinear Regression Model | Dec 5, 2018 | Neural Network Compressionregression | CodeCode Available | 0 | 5 |
| Adaptive Distillation: Aggregating Knowledge from Multiple Paths for Efficient Distillation | Oct 19, 2021 | Knowledge DistillationNeural Network Compression | CodeCode Available | 0 | 5 |
| Heavy Tails in SGD and Compressibility of Overparametrized Neural Networks | Jun 7, 2021 | Generalization BoundsNeural Network Compression | CodeCode Available | 0 | 5 |
| Implicit Compressibility of Overparametrized Neural Networks Trained with Heavy-Tailed SGD | Jun 13, 2023 | Neural Network Compression | CodeCode Available | 0 | 5 |
| Exact Backpropagation in Binary Weighted Networks with Group Weight Transformations | Jul 3, 2021 | BinarizationClassification with Binary Weight Network | CodeCode Available | 0 | 5 |
| Few Sample Knowledge Distillation for Efficient Network Compression | Dec 5, 2018 | Knowledge DistillationNetwork Pruning | CodeCode Available | 0 | 5 |
| Joint Matrix Decomposition for Deep Convolutional Neural Networks Compression | Jul 9, 2021 | Efficient Neural NetworkMatrix Factorization / Decomposition | CodeCode Available | 0 | 5 |
| Learning Sparse Networks Using Targeted Dropout | May 31, 2019 | Network PruningNeural Network Compression | CodeCode Available | 0 | 5 |
| Neural Network Compression Using Higher-Order Statistics and AuxiliaryReconstruction Losses | Jun 15, 2020 | Neural Network Compression | CodeCode Available | 0 | 5 |
