Renée St. Amant

14 papers A* 3Journal 10Unranked 1
YearRankTypeTitle / Venue / Authors
2025 — conf
LeanAttention: Hardware-Aware Scalable Attention Mechanism for the Decode-Phase of Transformers.
MLSys
Rya Sanovar, Srikant Bharadwaj, Renée St. Amant, Victor Rühle, Saravan Rajmohan
2025 J jnl
SAGESERVE: Optimizing LLM Serving on Cloud Data Centers with Forecast Aware Auto-Scaling.
Proc. ACM Meas. Anal. Comput. Syst.
Shashwat Jaiswal, Kunal Jain, Yogesh Simmhan, Anjaly Parayil, Ankur Mallick, Rujia Wang, Renée St. Amant, Chetan Bansal, Victor Rühle, Anoop Kulkarni, Steve Kofsky, Saravan Rajmohan
2025 J jnl
Serving Heterogeneous LoRA Adapters in Distributed LLM Inference Systems.
CoRR
Shashwat Jaiswal, Shrikara Arun, Anjaly Parayil, Ankur Mallick, Spyros Mastorakis, Alind Khare, Chloe Alverti, Renée St. Amant, Chetan Bansal, Victor Rühle, Josep Torrellas
2025 J jnl
Serving Models, Fast and Slow:Optimizing Heterogeneous LLM Inferencing Workloads at Scale.
CoRR
Shashwat Jaiswal, Kunal Jain, Yogesh Simmhan, Anjaly Parayil, Ankur Mallick, Rujia Wang, Renée St. Amant, Chetan Bansal, Victor Rühle, Anoop Kulkarni, Steve Kofsky, Saravan Rajmohan
2024 J jnl
Ensuring Fair LLM Serving Amid Diverse Applications.
CoRR
Redwan Ibne Seraj Khan, Kunal Jain, Haiying Shen, Ankur Mallick, Anjaly Parayil, Anoop Kulkarni, Steve Kofsky, Pankhuri Choudhary, Renée St. Amant, Rujia Wang, Yue Cheng, Ali Raza Butt, Victor Rühle, Chetan Bansal, Saravan Rajmohan
2024 J jnl
Lean Attention: Hardware-Aware Scalable Attention Mechanism for the Decode-Phase of Transformers.
CoRR
Rya Sanovar, Srikant Bharadwaj, Renée St. Amant, Victor Rühle, Saravan Rajmohan
2014 A* conf
General-purpose code acceleration with limited-precision analog computation.
ISCA
Renée St. Amant, Amir Yazdanbakhsh, Jongse Park, Bradley Thwaites, Hadi Esmaeilzadeh, Arjang Hassibi, Luis Ceze, Doug Burger
2013 J jnl
Multicore Model from Abstract Single Core Inputs.
IEEE Comput. Archit. Lett.
Emily R. Blem, Hadi Esmaeilzadeh, Renée St. Amant, Karthikeyan Sankaralingam, Doug Burger
2013 J jnl
Power challenges may end the multicore era.
Commun. ACM
Hadi Esmaeilzadeh, Emily R. Blem, Renée St. Amant, Karthikeyan Sankaralingam, Doug Burger
2012 J jnl
Dark Silicon and the End of Multicore Scaling.
IEEE Micro
Hadi Esmaeilzadeh, Emily R. Blem, Renée St. Amant, Karthikeyan Sankaralingam, Doug Burger
2012 J jnl
Power Limitations and Dark Silicon Challenge the Future of Multicore.
ACM Trans. Comput. Syst.
Hadi Esmaeilzadeh, Emily R. Blem, Renée St. Amant, Karthikeyan Sankaralingam, Doug Burger
2011 A* conf
Dark silicon and the end of multicore scaling.
ISCA
Hadi Esmaeilzadeh, Emily R. Blem, Renée St. Amant, Karthikeyan Sankaralingam, Doug Burger
2009 J jnl
Mixed-Signal Approximate Computation: A Neural Predictor Case Study.
IEEE Micro
Renée St. Amant, Daniel A. Jiménez, Doug Burger
2008 A* conf
Low-power, high-performance analog neural branch prediction.
MICRO
Renée St. Amant, Daniel A. Jiménez, Doug Burger