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Saleh Ashkboos
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OPTQ: Accurate quantization for generative pre-trained transformers
E Frantar, S Ashkboos, T Hoefler, D Alistarh
The Eleventh International Conference on Learning Representations, 2022
141*2022
SparCML: High-performance sparse communication for machine learning
C Renggli, S Ashkboos, M Aghagolzadeh, D Alistarh, T Hoefler
Proceedings of the International Conference for High Performance Computing …, 2019
1282019
Flare: Flexible in-network allreduce
D De Sensi, S Di Girolamo, S Ashkboos, S Li, T Hoefler
Proceedings of the International Conference for High Performance Computing …, 2021
312021
New bounds for distributed mean estimation and variance reduction
P Davies, V Gurunathan, N Moshrefi, S Ashkboos, D Alistarh
arXiv preprint arXiv:2002.09268, 2020
27*2020
Motif prediction with graph neural networks
M Besta, R Grob, C Miglioli, N Bernold, G Kwasniewski, G Gjini, ...
Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and …, 2022
212022
SpQR: A Sparse-Quantized Representation for Near-Lossless LLM Weight Compression
T Dettmers, R Svirschevski, V Egiazarian, D Kuznedelev, E Frantar, ...
arXiv preprint arXiv:2306.03078, 2023
172023
ENS-10: A Dataset For Post-Processing Ensemble Weather Forecasts
S Ashkboos, L Huang, N Dryden, T Ben-Nun, P Dueben, L Gianinazzi, ...
Advances in Neural Information Processing Systems 35, 21974-21987, 2022
122022
Probgraph: High-performance and high-accuracy graph mining with probabilistic set representations
M Besta, C Miglioli, PS Labini, J Tětek, P Iff, R Kanakagiri, S Ashkboos, ...
SC22: International Conference for High Performance Computing, Networking …, 2022
52022
Multi-way sparsest cut problem on trees with a control on the number of parts and outliers
R Javadi, S Ashkboos
Discrete Applied Mathematics 289, 281-291, 2021
3*2021
Torsten Hoe er. 2019. Sparcml: High-performance sparse communication for machine learning
C Renggli, S Ashkboos, M Aghagolzadeh, D Alistarh
Proceedings of the International Conference for High Performance Computing …, 0
3
The spatial computer: A model for energy-efficient parallel computation
L Gianinazzi, T Ben-Nun, M Besta, S Ashkboos, Y Baumann, P Luczynski, ...
arXiv preprint arXiv:2205.04934, 2022
22022
An Efficient Parallel Data Clustering Algorithm Using Isoperimetric Number of Trees
R Javadi, S Ashkboos
arXiv preprint arXiv:1702.04739, 2017
22017
Towards End-to-end 4-Bit Inference on Generative Large Language Models
S Ashkboos, I Markov, E Frantar, T Zhong, X Wang, J Ren, T Hoefler, ...
arXiv preprint arXiv:2310.09259, 2023
12023
STen: Productive and Efficient Sparsity in PyTorch
A Ivanov, N Dryden, T Ben-Nun, S Ashkboos, T Hoefler
arXiv preprint arXiv:2304.07613, 2023
12023
Minimum cuts of distance-regular digraphs
S Ashkboos, G Omidi, F Shafiei, K Tajbakhsh
the electronic journal of combinatorics, P4. 2-P4. 2, 2017
12017
Report on software performance benchmarking for ML solutions from deliverable D1. 3
N Dryden, T Ben-Nun, S Ashkboos, F Emmerich, J Jauch
2022
First version of workflow tools published that allows to perform quarterly benchmarks of ML solutions
M Abel, S Ashkboos, T Ben-Nun, M Chantry, G Denisenko, F Emmerich
2022
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