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eladhoffer authored Mar 13, 2024
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[Augment your batch: Improving generalization through instance repetition](https://openaccess.thecvf.com/content_CVPR_2020/papers/Hoffer_Augment_Your_Batch_Improving_Generalization_Through_Instance_Repetition_CVPR_2020_paper.pdf) | [**Elad Hoffer**](http://www.DeepLearning.co.il), Tal Ben-Nun, **Itay Hubara**, Niv Giladi, Torsten Hoefler and Daniel Soudry | CVPR | 2020 |
| [The Knowledge Within: Methods for Data-Free Model Compression](https://arxiv.org/abs/1912.01274) | **Matan Haroush**, **Itay Hubara**, [**Elad Hoffer**](http://www.DeepLearning.co.il), Daniel Soudry | CVPR | 2020 |
| [At Stability's Edge: How to Adjust Hyperparameters to Preserve Minima Selection in Asynchronous Training of Neural Networks?](https://openreview.net/forum?id=Bkeb7lHtvH) | Niv Giladi, Mor Shpigel Nacson, [**Elad Hoffer**](http://www.DeepLearning.co.il) and Daniel Soudry | ICLR (Spotlight) | 2020 |
| [Neural gradients are lognormally distributed: understanding sparse and quantized training](https://arxiv.org/abs/2006.08173) | **Brian Chmiel**, Liad Ben-Uri, **Moran Shkolnik**, [**Elad Hoffer**](http://www.DeepLearning.co.il), **Ron Banner** and Daniel Soudry |Preprint | 2020 |
| [Neural gradients are lognormally distributed: understanding sparse and quantized training](https://openreview.net/pdf?id=EoFNy62JGd) | **Brian Chmiel**, Liad Ben-Uri, **Moran Shkolnik**, [**Elad Hoffer**](http://www.DeepLearning.co.il), **Ron Banner** and Daniel Soudry |ICLR | 2021 |
| [Logarithmic unbiased quantization: Practical 4-bit training in deep learning](https://arxiv.org/abs/2112.10769) | **Brian Chmiel**, **Ron Banner**, [**Elad Hoffer**](http://www.DeepLearning.co.il), **Hilla Ben Yaacov**, Daniel Soudry |Preprint | 2021 |
| [Accurate post training quantization with small calibration sets](https://proceedings.mlr.press/v139/hubara21a.html) | **Itay Hubara**, **Yury Nahshan**, **Yair Hanani**, **Ron Banner**, Daniel Soudry |PMLR | 2021 |
| [Accelerated sparse neural training: A provable and efficient method to find n: m transposable masks](https://proceedings.neurips.cc/paper_files/paper/2021/hash/b0490b85e92b64dbb5db76bf8fca6a82-Abstract.html) | **Itay Hubara**, **Brian Chmiel**, **Moshe Island**, **Ron Banner**, Joseph Naor, Daniel Soudry |NeurIPS | 2021 |
| [Energy awareness in low precision neural networks](https://arxiv.org/abs/2006.08173) | **Nurit Spingarn Eliezer**, **Ron Banner**, [**Elad Hoffer**](http://www.DeepLearning.co.il), **Hilla Ben-Yaakov**, Tomer Michaeli |Preprint | 2022 |
| [Accurate neural training with 4-bit matrix multiplications at standard formats](https://openreview.net/pdf?id=yTbNYYcopd) | **Brian Chmiel**, **Ron Banner**, [**Elad Hoffer**](http://www.DeepLearning.co.il), **Hilla Ben Yaacov**, Daniel Soudry |ICLR | 2022 |
| [Accurate neural training with 4-bit matrix multiplications at standard formats](https://openreview.net/pdf?id=yTbNYYcopd) | **Brian Chmiel**, **Ron Banner**, [**Elad Hoffer**](http://www.DeepLearning.co.il), **Hilla Ben Yaacov**, Daniel Soudry |ICLR | 2023 |
| [Power Awareness in Low Precision Neural Networks](https://link.springer.com/chapter/10.1007/978-3-031-25082-8_5) | **Nurit Spingarn Eliezer**, **Ron Banner**, [**Elad Hoffer**](http://www.DeepLearning.co.il), **Hilla Ben-Yaakov**, Tomer Michaeli |ECCV Workshop | 2022 |
| [Minimum variance unbiased n: M sparsity for the neural gradients](https://openreview.net/pdf?id=vuD2xEtxZcj) | **Brian Chmiel**, **Itay Hubara**, **Ron Banner**, Daniel Soudry |ICLR | 2023 |
| [DropCompute: simple and more robust distributed synchronous training via compute variance reduction](https://proceedings.neurips.cc/paper_files/paper/2023/file/972cd27c994a806e187ef1c2f5254059-Paper-Conference.pdf) | **Niv Giladi**, **Shahar Gottlieb**, **Asaf Karnieli**, **Ron Banner**, [**Elad Hoffer**](http://www.DeepLearning.co.il), Kfir Y Levy, Daniel Soudry |NeurIPS | 2023 |

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