Bilge Acun

According to our database, Bilge Acun authored at least 31 papers between 2012 and 2024.

Collaborative distances:

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

2024

CHAI: Clustered Head Attention for Efficient LLM Inference.

Saurabh Agarwal, Bilge Acun, Basil Hosmer, Mostafa Elhoushi, Yejin Lee, Shivaram Venkataraman, Dimitris Papailiopoulos, Carole-Jean Wu

CoRR, 2024

2023

Generative AI Beyond LLMs: System Implications of Multi-Modal Generation.

Alicia Golden, Samuel Hsia, Fei Sun, Bilge Acun, Basil Hosmer, Yejin Lee, Zachary DeVito, Jeff Johnson, Gu-Yeon Wei, David Brooks, Carole-Jean Wu

CoRR, 2023

Data Acquisition: A New Frontier in Data-centric AI.

Lingjiao Chen, Bilge Acun, Newsha Ardalani, Yifan Sun, Feiyang Kang, Hanrui Lyu, Yongchan Kwon, Ruoxi Jia, Carole-Jean Wu, Matei Zaharia, James Zou

CoRR, 2023

Carbon Responder: Coordinating Demand Response for the Datacenter Fleet.

Jiali Xing, Bilge Acun, Aditya Sundarrajan, David Brooks, Manoj Chakkaravarthy, Nikky Avila, Carole-Jean Wu, Benjamin C. Lee

CoRR, 2023

MAD Max Beyond Single-Node: Enabling Large Machine Learning Model Acceleration on Distributed Systems.

Samuel Hsia, Alicia Golden, Bilge Acun, Newsha Ardalani, Zachary DeVito, Gu-Yeon Wei, David Brooks, Carole-Jean Wu

CoRR, 2023

DataPerf: Benchmarks for Data-Centric AI Development.

Mark Mazumder, Colby R. Banbury, Xiaozhe Yao, Bojan Karlas, William Gaviria Rojas, Sudnya Frederick Diamos, Greg Diamos, Lynn He, Alicia Parrish, Hannah Rose Kirk, Jessica Quaye, Charvi Rastogi, Douwe Kiela, David Jurado, David Kanter, Rafael Mosquera, Will Cukierski, Juan Ciro, Lora Aroyo, Bilge Acun, Lingjiao Chen, Mehul Raje, Max Bartolo, Evan Sabri Eyuboglu, Amirata Ghorbani, Emmett D. Goodman, Addison Howard, Oana Inel, Tariq Kane, Christine R. Kirkpatrick, D. Sculley, Tzu-Sheng Kuo, Jonas W. Mueller, Tristan Thrush, Joaquin Vanschoren, Margaret Warren, Adina Williams, Serena Yeung, Newsha Ardalani, Praveen K. Paritosh, Ce Zhang, James Y. Zou, Carole-Jean Wu, Cody Coleman, Andrew Y. Ng, Peter Mattson, Vijay Janapa Reddi

Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

MP-Rec: Hardware-Software Co-design to Enable Multi-path Recommendation.

Samuel Hsia, Udit Gupta, Bilge Acun, Newsha Ardalani, Pan Zhong, Gu-Yeon Wei, David Brooks, Carole-Jean Wu

Proceedings of the 28th ACM International Conference on Architectural Support for Programming Languages and Operating Systems, 2023

Carbon Explorer: A Holistic Framework for Designing Carbon Aware Datacenters.

Bilge Acun, Benjamin Lee, Fiodar Kazhamiaka, Kiwan Maeng, Udit Gupta, Manoj Chakkaravarthy, David Brooks, Carole-Jean Wu

Proceedings of the 28th ACM International Conference on Architectural Support for Programming Languages and Operating Systems, 2023

2022

DataPerf: Benchmarks for Data-Centric AI Development.

Mark Mazumder, Colby R. Banbury, Xiaozhe Yao, Bojan Karlas, William Gaviria Rojas, Sudnya Frederick Diamos, Greg Diamos, Lynn He, Douwe Kiela, David Jurado, David Kanter, Rafael Mosquera, Juan Ciro, Lora Aroyo, Bilge Acun, Sabri Eyuboglu, Amirata Ghorbani, Emmett D. Goodman, Tariq Kane, Christine R. Kirkpatrick, Tzu-Sheng Kuo, Jonas Mueller, Tristan Thrush, Joaquin Vanschoren, Margaret Warren, Adina Williams, Serena Yeung, Newsha Ardalani, Praveen K. Paritosh, Ce Zhang, James Zou, Carole-Jean Wu, Cody Coleman, Andrew Y. Ng, Peter Mattson, Vijay Janapa Reddi

CoRR, 2022

A Holistic Approach for Designing Carbon Aware Datacenters.

Bilge Acun, Benjamin Lee, Kiwan Maeng, Manoj Chakkaravarthy, Udit Gupta, David Brooks, Carole-Jean Wu

CoRR, 2022

Sustainable AI: Environmental Implications, Challenges and Opportunities.

Carole-Jean Wu, Ramya Raghavendra, Udit Gupta, Bilge Acun, Newsha Ardalani, Kiwan Maeng, Gloria Chang, Fiona Aga Behram, Jinshi Huang, Charles Bai, Michael Gschwind, Anurag Gupta, Myle Ott, Anastasia Melnikov, Salvatore Candido, David Brooks, Geeta Chauhan, Benjamin Lee, Hsien-Hsin S. Lee, Bugra Akyildiz, Maximilian Balandat, Joe Spisak, Ravi Jain, Mike Rabbat, Kim M. Hazelwood

Proceedings of Machine Learning and Systems 2022, 2022

RecShard: statistical feature-based memory optimization for industry-scale neural recommendation.

Geet Sethi, Bilge Acun, Niket Agarwal, Christos Kozyrakis, Caroline Trippel, Carole-Jean Wu

Proceedings of the ASPLOS '22: 27th ACM International Conference on Architectural Support for Programming Languages and Operating Systems, Lausanne, Switzerland, 28 February 2022, 2022

2021

Datacenter-Scale Analysis and Optimization of GPU Machine Learning Workloads.

Lukasz Wesolowski, Bilge Acun, Valentin Andrei, Adnan Aziz, Gisle Dankel, Christopher Gregg, Xiaoqiao Meng, Cyril Meurillon, Denis Sheahan, Lei Tian, Janet Yang, Peifeng Yu, Kim M. Hazelwood

IEEE Micro, 2021

SecNDP: Secure Near-Data Processing with Untrusted Memory.

Wenjie Xiong, Liu Ke, Dimitrije Jankov, Michael Kounavis, Xiaochen Wang, Eric Northup, Jie Amy Yang, Bilge Acun, Carole-Jean Wu, Ping Tak Peter Tang, G. Edward Suh, Xuan Zhang, Hsien-Hsin S. Lee

IACR Cryptol. ePrint Arch., 2021

Sustainable AI: Environmental Implications, Challenges and Opportunities.

Carole-Jean Wu, Ramya Raghavendra, Udit Gupta, Bilge Acun, Newsha Ardalani, Kiwan Maeng, Gloria Chang, Fiona Aga Behram, James Huang, Charles Bai, Michael Gschwind, Anurag Gupta, Myle Ott, Anastasia Melnikov, Salvatore Candido, David Brooks, Geeta Chauhan, Benjamin Lee, Hsien-Hsin S. Lee, Bugra Akyildiz, Maximilian Balandat, Joe Spisak, Ravi Jain, Mike Rabbat, Kim M. Hazelwood

CoRR, 2021

TT-Rec: Tensor Train Compression for Deep Learning Recommendation Models.

Chunxing Yin, Bilge Acun, Carole-Jean Wu, Xing Liu

Proceedings of Machine Learning and Systems 2021, 2021

Understanding Training Efficiency of Deep Learning Recommendation Models at Scale.

Bilge Acun, Matthew Murphy, Xiaodong Wang, Jade Nie, Carole-Jean Wu, Kim M. Hazelwood

Proceedings of the IEEE International Symposium on High-Performance Computer Architecture, 2021

2019

Power Aware Heterogeneous Node Assembly.

Bilge Acun, Alper Buyuktosunoglu, Eun Kyung Lee, Yoonho Park

Proceedings of the 25th IEEE International Symposium on High Performance Computer Architecture, 2019

Fine-Grained Energy Efficiency Using Per-Core DVFS with an Adaptive Runtime System.

Bilge Acun, Kavitha Chandrasekar, Laxmikant V. Kalé

Proceedings of the Tenth International Green and Sustainable Computing Conference, 2019

2018

Scalable molecular dynamics with NAMD on the Summit system.

Bilge Acun, David J. Hardy, Laxmikant V. Kalé, Keqin Li, James C. Phillips, John E. Stone

IBM J. Res. Dev., 2018

2017

Mitigating variability in HPC systems and applications for performance and power efficiency

Bilge Acun

PhD thesis, 2017

Support for Power Efficient Proactive Cooling Mechanisms.

Bilge Acun, Eun Kyung Lee, Yoonho Park, Laxmikant V. Kalé

Proceedings of the 24th IEEE International Conference on High Performance Computing, 2017

2016

Power, Reliability, and Performance: One System to Rule them All.

Bilge Acun, Akhil Langer, Esteban Meneses, Harshitha Menon, Osman Sarood, Ehsan Totoni, Laxmikant V. Kalé

Computer, 2016

Neural Network-Based Task Scheduling with Preemptive Fan Control.

Bilge Acun, Eun Kyung Lee, Yoonho Park, Laxmikant V. Kalé

Proceedings of the 4th International Workshop on Energy Efficient Supercomputing, 2016

Mitigating Processor Variation through Dynamic Load Balancing.

Bilge Acun, Laxmikant V. Kalé

Proceedings of the 2016 IEEE International Parallel and Distributed Processing Symposium Workshops, 2016

Variation Among Processors Under Turbo Boost in HPC Systems.

Bilge Acun, Phil Miller, Laxmikant V. Kalé

Proceedings of the 2016 International Conference on Supercomputing, 2016

2015

Preliminary Evaluation of a Parallel Trace Replay Tool for HPC Network Simulations.

Bilge Acun, Nikhil Jain, Abhinav Bhatele, Misbah Mubarak, Christopher D. Carothers, Laxmikant V. Kalé

Proceedings of the Euro-Par 2015: Parallel Processing Workshops, 2015

2014

Parallel Programming with Migratable Objects: Charm++ in Practice.

Bilge Acun, Abhishek Gupta, Nikhil Jain, Akhil Langer, Harshitha Menon, Eric Mikida, Xiang Ni, Michael P. Robson, Yanhua Sun, Ehsan Totoni, Lukasz Wesolowski, Laxmikant V. Kalé

Proceedings of the International Conference for High Performance Computing, 2014

Towards realizing the potential of malleable jobs.

Abhishek Gupta, Bilge Acun, Osman Sarood, Laxmikant V. Kalé

Proceedings of the 21st International Conference on High Performance Computing, 2014

2013

Thermal aware automated load balancing for HPC applications.

Harshitha Menon, Bilge Acun, Simon Garcia De Gonzalo, Osman Sarood, Laxmikant V. Kalé

Proceedings of the 2013 IEEE International Conference on Cluster Computing, 2013

2012

Topic Tracking Using Chronological Term Ranking.

Bilge Acun, Alper Baspinar, Ekin Oguz, M. Ilker Saraç, Fazli Can

Proceedings of the Computer and Information Sciences III, 2012