Ajay Dholakia

According to our database, Ajay Dholakia authored at least 36 papers between 1992 and 2024.

Collaborative distances:

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

2024

TADIL: Task-Agnostic Domain-Incremental Learning Through Task-ID Inference Using Transformer Nearest-Centroid Embeddings.

Gusseppe Bravo Rocca, Peini Liu, Jordi Guitart, Ajay Dholakia, David Ellison

Proceedings of the Pattern Recognition - 27th International Conference, 2024

2023

Benchmarking Large Language Models: Opportunities and Challenges.

Miro Hodak, David Ellison, Chris Van Buren, Xiaotong Jiang, Ajay Dholakia

Proceedings of the Performance Evaluation and Benchmarking: 15th TPC Technology Conference, 2023

Benchmarking Generative AI Performance Requires a Holistic Approach.

Ajay Dholakia, David Ellison, Miro Hodak, Debojyoti Dutta, Carsten Binnig

Proceedings of the Performance Evaluation and Benchmarking: 15th TPC Technology Conference, 2023

2022

Scanflow: A multi-graph framework for Machine Learning workflow management, supervision, and debuggin.

Gusseppe Bravo Rocca, Peini Liu, Jordi Guitart, Ajay Dholakia, David Ellison, Jeffrey Falkanger, Miroslav Hodak

Expert Syst. Appl., 2022

More the Merrier: Comparative Evaluation of TPCx-AI and MLPerf Benchmarks for AI.

Yingrui Liu Olesiuk, Miro Hodak, David Ellison, Ajay Dholakia

Proceedings of the Performance Evaluation and Benchmarking, 2022

Benchmarking Considerations for Trustworthy and Responsible AI (Panel).

Ajay Dholakia, David Ellison, Miro Hodak, Debojyoti Dutta

Proceedings of the Performance Evaluation and Benchmarking, 2022

Human-in-the-loop online multi-agent approach to increase trustworthiness in ML models through trust scores and data augmentation.

Gusseppe Bravo Rocca, Peini Liu, Jordi Guitart, Ajay Dholakia, David Ellison, Miroslav Hodak

Proceedings of the 46th IEEE Annual Computers, Software, and Applications Conferenc, 2022

Scanflow-K8s: Agent-based Framework for Autonomic Management and Supervision of ML Workflows in Kubernetes Clusters.

Peini Liu, Gusseppe Bravo Rocca, Jordi Guitart, Ajay Dholakia, David Ellison, Miroslav Hodak

Proceedings of the 22nd IEEE International Symposium on Cluster, 2022

2021

Scanflow: A multi-graph framework for Machine Learning workflow management, supervision, and debugging.

Gusseppe Bravo Rocca, Peini Liu, Jordi Guitart, Ajay Dholakia, David Ellison, Jeffrey Falkanger, Miroslav Hodak

CoRR, 2021

Everyone is a Winner: Interpreting MLPerf Inference Benchmark Results.

Miro Hodak, David Ellison, Ajay Dholakia

Proceedings of the Performance Evaluation and Benchmarking, 2021

Scanflow: an end-to-end agent-based autonomic ML workflow manager for clusters.

Peini Liu, Gusseppe Bravo Rocca, Jordi Guitart, Ajay Dholakia, David Ellison, Miroslav Hodak

Proceedings of the Middleware '21: Proceedings of the 22nd International Middleware Conference: Demos and Posters, Virtual Event / Québec City, Canada, December 6, 2021

Recent Efficiency Gains in Deep Learning: Performance, Power, and Sustainability.

Miro Hodak, Ajay Dholakia

Proceedings of the 2021 IEEE International Conference on Big Data (Big Data), 2021

2020

Big data deployment in containerized infrastructures through the interconnection of network namespaces.

Carla Sauvanaud, Ajay Dholakia, Jordi Guitart, Chulho Kim, Peter Mayes

Softw. Pract. Exp., 2020

Benchmarking AI Inference: Where we are in 2020.

Miro Hodak, David Ellison, Ajay Dholakia

Proceedings of the Performance Evaluation and Benchmarking, 2020

2019

Challenges in Distributed MLPerf.

Miro Hodak, Ajay Dholakia

Proceedings of the Performance Evaluation and Benchmarking for the Era of Cloud(s), 2019

Towards Power Efficiency in Deep Learning on Data Center Hardware.

Miro Hodak, Masha Gorkovenko, Ajay Dholakia

Proceedings of the 2019 IEEE International Conference on Big Data (IEEE BigData), 2019

2018

Industry Panel on Defining Industry Standards for Benchmarking Artificial Intelligence.

Raghunath Nambiar, Shahram Ghandeharizadeh, Gary Little, Christoph Boden, Ajay Dholakia

Proceedings of the Performance Evaluation and Benchmarking for the Era of Artificial Intelligence, 2018

Towards Evaluation of Tensorflow Performance in a Distributed Compute Environment.

Miro Hodak, Ajay Dholakia

Proceedings of the Performance Evaluation and Benchmarking for the Era of Artificial Intelligence, 2018

Performance Implications of Big Data in Scalable Deep Learning: On the Importance of Bandwidth and Caching.

Miro Hodak, David Ellison, Peter Seidel, Ajay Dholakia

Proceedings of the IEEE International Conference on Big Data (IEEE BigData 2018), 2018

2017

Designing a high performance cluster for large-scale SQL-on-hadoop analytics.

Ajay Dholakia, Prasad Venkatachar, Kshitij A. Doshi, Ravikanth Durgavajhala, Stewart Tate, Berni Schiefer, Matthew Sheard, Ramnath Sai Sagar

Proceedings of the 2017 IEEE International Conference on Big Data (IEEE BigData 2017), 2017

2008

A new intra-disk redundancy scheme for high-reliability RAID storage systems in the presence of unrecoverable errors.

Ajay Dholakia, Evangelos Eleftheriou, Xiao-Yu Hu, Ilias Iliadis, Jai Menon, K. K. Rao

ACM Trans. Storage, 2008

2006

Analysis of a new intra-disk redundancy scheme for high-reliability RAID storage systems in the presence of unrecoverable errors.

Ajay Dholakia, Evangelos Eleftheriou, Xiao-Yu Hu, Ilias Iliadis, Jai Menon, K. K. Rao

Proceedings of the Joint International Conference on Measurement and Modeling of Computer Systems, 2006

2005

Reduced-Complexity Decoding of LDPC Codes.

Jinghu Chen, Ajay Dholakia, Evangelos Eleftheriou, Marc P. C. Fossorier, Xiao-Yu Hu

IEEE Trans. Commun., 2005

2004

Capacity-approaching codes: can they be applied to the magnetic recording channel?

Ajay Dholakia, Evangelos Eleftheriou, Thomas Mittelholzer, Marc P. C. Fossorier

IEEE Commun. Mag., 2004

Rate-compatible array LDPC codes.

Ajay Dholakia, Sedat Ölçer

Proceedings of the 2004 IEEE International Symposium on Information Theory, 2004

Rate-compatible low-density parity-check codes for digital subscriber lines.

Ajay Dholakia, Sedat Ölçer

Proceedings of IEEE International Conference on Communications, 2004

2003

A Nanotechnology-based Approach to Data Storage.

Evangelos Eleftheriou, Peter Bächtold, Giovanni Cherubini, Ajay Dholakia, Christoph Hagleitner, Teddy Loeliger, Aggeliki Pantazi, Haralampos Pozidis, T. R. Albrecht, Gerd Karl Binnig, Michel Despont, Ute Drechsler, Urs Dürig, Bernd Gotsmann, Daniel Jubin, Walter Häberle, Mark A. Lantz, Hugo E. Rothuizen, Richard Stutz, Peter Vettiger, Dorothea Wiesmann

Proceedings of 29th International Conference on Very Large Data Bases, 2003

2001

Application of high-rate tail-biting codes to generalized partial response channels.

Michael Tüchler, Christian Weiss, Evangelos Eleftheriou, Ajay Dholakia, Joachim Hagenauer

Proceedings of the Global Telecommunications Conference, 2001

Efficient implementations of the sum-product algorithm for decoding LDPC codes.

Xiao-Yu Hu, Evangelos Eleftheriou, Dieter-Michael Arnold, Ajay Dholakia

Proceedings of the Global Telecommunications Conference, 2001

1998

On Locally Invertible Rate-1/n Convolutional Encoders.

Donald L. Bitzer, Ajay Dholakia, Havish Koorapaty, Mladen A. Vouk

IEEE Trans. Inf. Theory, 1998

Performance evaluation of burst-error-correcting codes on a Gilbert-Elliott channel.

Gaurav Sharma, Amer A. Hassan, Ajay Dholakia

IEEE Trans. Commun., 1998

1995

Table based decoding of rate one-half convolutional codes.

Ajay Dholakia, Mladen A. Vouk, Donald L. Bitzer

IEEE Trans. Commun., 1995

1994

A variable-redundancy hybrid ARQ scheme using invertible convolutional codes.

Ajay Dholakia, Mladen A. Vouk, Donald L. Bitzer

Proceedings of 44th IEEE Vehicular Technology Conference: Creating Tomorrow's Mobile Systems, 1994

1993

A Lost Cell Recovery Technique Using Convolutional Coding at the ATM Adaptation Layer in B-ISDN/ATM.

Ajay Dholakia, Mladen A. Vouk, Donald L. Bitzer

Proceedings of the High Speed Networks and Their Performance, 1993

1992

Table-Driven Decoding of Convolutional Codes with Soft Decision.

Havish Koorapaty, Donald L. Bitzer, Ajay Dholakia, Mladen A. Vouk

Proceedings of the Coding And Quantization, 1992

An efficient table-driven decoder for one-half rate convolutional codes.

Ajay Dholakia, T. M. Lee, Donald L. Bitzer, Mladen A. Vouk, L. Wang, Paul D. Franzon

Proceedings of the 30th Annual Southeast Regional Conference, 1992