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Yair Hanani

2 accepted papers

2025

Tensor-Parallelism with Partially Synchronized Activations

NeurIPS 2025poster

Training and inference of Large Language Models (LLMs) with tensor-parallelism requires substantial communication to synchronize activations. Our findings suggest that with a few minor adjustments to current practices, LLMs can be trained without fully synchronizing activations, reducing bandwidth d…

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2021

Accurate Post Training Quantization With Small Calibration Sets

ICML 2021spotlight

Lately, post-training quantization methods have gained considerable attention, as they are simple to use, and require only a small unlabeled calibration set. This small dataset cannot be used to fine-tune the model without significant over-fitting. Instead, these methods only use the calibration set…