Yash Akhauri

According to our database, Yash Akhauri authored at least 13 papers between 2019 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2024

Radial Networks: Dynamic Layer Routing for High-Performance Large Language Models.

Jordan Dotzel, Yash Akhauri, Ahmed S. AbouElhamayed, Carly Jiang, Mohamed S. Abdelfattah, Zhiru Zhang

CoRR, 2024

On Latency Predictors for Neural Architecture Search.

Yash Akhauri, Mohamed S. Abdelfattah

Proceedings of the Seventh Annual Conference on Machine Learning and Systems, 2024

Encodings for Prediction-based Neural Architecture Search.

Yash Akhauri, Mohamed S. Abdelfattah

Proceedings of the Forty-first International Conference on Machine Learning, 2024

ShadowLLM: Predictor-based Contextual Sparsity for Large Language Models.

Yash Akhauri, Ahmed F. AbouElhamayed, Jordan Dotzel, Zhiru Zhang, Alexander M. Rush, Safeen Huda, Mohamed S. Abdelfattah

Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing, 2024

2023

Multi-Predict: Few Shot Predictors For Efficient Neural Architecture Search.

Yash Akhauri, Mohamed S. Abdelfattah

Proceedings of the International Conference on Automated Machine Learning, 2023

2022

Evolving Zero Cost Proxies For Neural Architecture Scoring.

Yash Akhauri, J. Pablo Munoz, Nilesh Jain, Ravi Iyer

CoRR, 2022

EZNAS: Evolving Zero-Cost Proxies For Neural Architecture Scoring.

Yash Akhauri, Juan Pablo Muñoz, Nilesh Jain, Ravi Iyer

Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

2021

Enabling NAS with Automated Super-Network Generation.

J. Pablo Muñoz, Nikolay Lyalyushkin, Yash Akhauri, Anastasia Senina, Alexander Kozlov, Nilesh Jain

CoRR, 2021

RHNAS: Realizable Hardware and Neural Architecture Search.

Yash Akhauri, Adithya Niranjan, J. Pablo Muñoz, Suvadeep Banerjee, Abhijit Davare, Pasquale Cocchini, Anton A. Sorokin, Ravi Iyer, Nilesh Jain

CoRR, 2021

2020

Exposing Hardware Building Blocks to Machine Learning Frameworks.

Yash Akhauri

CoRR, 2020

LogicNets: Co-Designed Neural Networks and Circuits for Extreme-Throughput Applications.

Yaman Umuroglu, Yash Akhauri, Nicholas James Fraser, Michaela Blott

Proceedings of the 30th International Conference on Field-Programmable Logic and Applications, 2020

High-Throughput DNN Inference with LogicNets.

Yaman Umuroglu, Yash Akhauri, Nicholas J. Fraser, Michaela Blott

Proceedings of the 28th IEEE Annual International Symposium on Field-Programmable Custom Computing Machines, 2020

2019

HadaNets: Flexible Quantization Strategies for Neural Networks.

Yash Akhauri

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2019