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Jason Mars
ORCID
Publication Activity (10 Years)
Years Active: 2007-2024
Publications (10 Years): 51
Top Topics
Server Load
Top Venues
CoRR
ISCA
MICRO
ASPLOS
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Publications
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Christopher Clarke
,
Karthik Krishnamurthy
,
Walter Talamonti
,
Yiping Kang
,
Lingjia Tang
,
Jason Mars
One Agent Too Many: User Perspectives on Approaches to Multi-agent Conversational AI.
CoRR
(2024)
Christopher Clarke
,
Yuzhao Heng
,
Lingjia Tang
,
Jason Mars
PEFT-U: Parameter-Efficient Fine-Tuning for User Personalization.
CoRR
(2024)
Chandra Irugalbandara
,
Ashish Mahendra
,
Roland Daynauth
,
Tharuka Kasthuri Arachchige
,
Jayanaka Dantanarayana
,
Krisztián Flautner
,
Lingjia Tang
,
Yiping Kang
,
Jason Mars
Scaling Down to Scale Up: A Cost-Benefit Analysis of Replacing OpenAI's LLM with Open Source SLMs in Production.
ISPASS
(2024)
Christopher Clarke
,
Roland Daynauth
,
Charlene Wilkinson
,
Hubert Devonish
,
Jason Mars
Guylingo: The Republic of Guyana Creole Corpora.
CoRR
(2024)
Jason Mars
,
Yiping Kang
,
Jayanaka Dantanarayana
,
Chandra Irugalbandara
,
Kugesan Sivasothynathan
,
Lingjia Tang
LLMs are Meaning-Typed Code Constructs.
CoRR
(2024)
Roland Daynauth
,
Jason Mars
Aligning Model Evaluations with Human Preferences: Mitigating Token Count Bias in Language Model Assessments.
CoRR
(2024)
Chandra Irugalbandara
,
Ashish Mahendra
,
Roland Daynauth
,
Tharuka Kasthuri Arachchige
,
Krisztián Flautner
,
Lingjia Tang
,
Yiping Kang
,
Jason Mars
Scaling Down to Scale Up: A Cost-Benefit Analysis of Replacing OpenAI's GPT-4 with Self-Hosted Open Source SLMs in Production.
CoRR
(2023)
Christopher Clarke
,
Yuzhao Heng
,
Yiping Kang
,
Krisztián Flautner
,
Lingjia Tang
,
Jason Mars
Label Agnostic Pre-training for Zero-shot Text Classification.
ACL (Findings)
(2023)
Christopher Clarke
,
Matthew Hall
,
Gaurav Mittal
,
Ye Yu
,
Sandra Sajeev
,
Jason Mars
,
Mei Chen
Rule By Example: Harnessing Logical Rules for Explainable Hate Speech Detection.
CoRR
(2023)
Christopher Clarke
,
Matthew Hall
,
Gaurav Mittal
,
Ye Yu
,
Sandra Sajeev
,
Jason Mars
,
Mei Chen
Rule By Example: Harnessing Logical Rules for Explainable Hate Speech Detection.
ACL (1)
(2023)
Jason Mars
,
Yiping Kang
,
Roland Daynauth
,
Baichuan Li
,
Ashish Mahendra
,
Krisztián Flautner
,
Lingjia Tang
The Jaseci Programming Paradigm and Runtime Stack: Building Scale-Out Production Applications Easy and Fast.
IEEE Comput. Archit. Lett.
22 (2) (2023)
Jason Mars
,
Yiping Kang
,
Roland Daynauth
,
Baichuan Li
,
Ashish Mahendra
,
Krisztián Flautner
,
Lingjia Tang
The Jaseci Programming Paradigm and Runtime Stack: Building Scale-out Production Applications Easy and Fast.
CoRR
(2023)
Christopher Clarke
,
Yuzhao Heng
,
Yiping Kang
,
Krisztián Flautner
,
Lingjia Tang
,
Jason Mars
Label Agnostic Pre-training for Zero-shot Text Classification.
CoRR
(2023)
Jason Mars
The Case for a Wholistic Serverless Programming Paradigm and Full Stack Automation for AI and Beyond - The Philosophy of Jaseci and Jac.
CoRR
(2022)
Christopher Clarke
,
Joseph Joshua Peper
,
Karthik Krishnamurthy
,
Walter Talamonti
,
Kevin Leach
,
Walter S. Lasecki
,
Yiping Kang
,
Lingjia Tang
,
Jason Mars
One Agent To Rule Them All: Towards Multi-agent Conversational AI.
CoRR
(2022)
Yiping Kang
,
Ashish Mahendra
,
Christopher Clarke
,
Lingjia Tang
,
Jason Mars
Towards Personalized Intelligence at Scale.
CoRR
(2022)
Christopher Clarke
,
Joseph Peper
,
Karthik Krishnamurthy
,
Walter Talamonti
,
Kevin Leach
,
Walter S. Lasecki
,
Yiping Kang
,
Lingjia Tang
,
Jason Mars
One Agent To Rule Them All: Towards Multi-agent Conversational AI.
ACL (Findings)
(2022)
Tianyi Liu
,
Sen He
,
Sunzhou Huang
,
Danny Tsang
,
Lingjia Tang
,
Jason Mars
,
Wei Wang
A Benchmarking Framework for Interactive 3D Applications in the Cloud.
MICRO
(2020)
Tianyi Liu
,
Sen He
,
Sunzhou Huang
,
Danny Tsang
,
Lingjia Tang
,
Jason Mars
,
Wei Wang
A Benchmarking Framework for Interactive 3D Applications in the Cloud.
CoRR
(2020)
Ram Srivatsa Kannan
,
Lavanya Subramanian
,
Ashwin Raju
,
Jeongseob Ahn
,
Jason Mars
,
Lingjia Tang
GrandSLAm: Guaranteeing SLAs for Jobs in Microservices Execution Frameworks.
EuroSys
(2019)
Stefan Larson
,
Anish Mahendran
,
Joseph J. Peper
,
Christopher Clarke
,
Andrew Lee
,
Parker Hill
,
Jonathan K. Kummerfeld
,
Kevin Leach
,
Michael A. Laurenzano
,
Lingjia Tang
,
Jason Mars
An Evaluation Dataset for Intent Classification and Out-of-Scope Prediction.
EMNLP/IJCNLP (1)
(2019)
Manish Arora
,
Matt Skach
,
Wei Huang
,
Xudong An
,
Jason Mars
,
Lingjia Tang
,
Dean M. Tullsen
Understanding the Impact of Socket Density in Density Optimized Servers.
HPCA
(2019)
Stefan Larson
,
Anish Mahendran
,
Joseph J. Peper
,
Christopher Clarke
,
Andrew Lee
,
Parker Hill
,
Jonathan K. Kummerfeld
,
Kevin Leach
,
Michael A. Laurenzano
,
Lingjia Tang
,
Jason Mars
An Evaluation Dataset for Intent Classification and Out-of-Scope Prediction.
CoRR
(2019)
Stefan Larson
,
Anish Mahendran
,
Andrew Lee
,
Jonathan K. Kummerfeld
,
Parker Hill
,
Michael A. Laurenzano
,
Johann Hauswald
,
Lingjia Tang
,
Jason Mars
Outlier Detection for Improved Data Quality and Diversity in Dialog Systems.
CoRR
(2019)
Ram Srivatsa Kannan
,
Michael Laurenzano
,
Jeongseob Ahn
,
Jason Mars
,
Lingjia Tang
Caliper: Interference Estimator for Multi-tenant Environments Sharing Architectural Resources.
ACM Trans. Archit. Code Optim.
16 (3) (2019)
Stefan Larson
,
Anish Mahendran
,
Andrew Lee
,
Jonathan K. Kummerfeld
,
Parker Hill
,
Michael A. Laurenzano
,
Johann Hauswald
,
Lingjia Tang
,
Jason Mars
Outlier Detection for Improved Data Quality and Diversity in Dialog Systems.
NAACL-HLT (1)
(2019)
Chang-Hong Hsu
,
Qingyuan Deng
,
Jason Mars
,
Lingjia Tang
SmoothOperator: Reducing Power Fragmentation and Improving Power Utilization in Large-scale Datacenters.
ASPLOS
(2018)
Yiping Kang
,
Yunqi Zhang
,
Jonathan K. Kummerfeld
,
Lingjia Tang
,
Jason Mars
Data Collection for Dialogue System: A Startup Perspective.
NAACL-HLT (3)
(2018)
Shih-Chieh Lin
,
Chang-Hong Hsu
,
Walter Talamonti
,
Yunqi Zhang
,
Steve Oney
,
Jason Mars
,
Lingjia Tang
Adasa: A Conversational In-Vehicle Digital Assistant for Advanced Driver Assistance Features.
UIST
(2018)
Shih-Chieh Lin
,
Yunqi Zhang
,
Chang-Hong Hsu
,
Matt Skach
,
Md. Enamul Haque
,
Lingjia Tang
,
Jason Mars
The Architectural Implications of Autonomous Driving: Constraints and Acceleration.
ASPLOS
(2018)
Matt Skach
,
Manish Arora
,
Dean M. Tullsen
,
Lingjia Tang
,
Jason Mars
Virtual Melting Temperature: Managing Server Load to Minimize Cooling Overhead with Phase Change Materials.
ISCA
(2018)
Parker Hill
,
Babak Zamirai
,
Shengshuo Lu
,
Yu-Wei Chao
,
Michael Laurenzano
,
Mehrzad Samadi
,
Marios C. Papaefthymiou
,
Scott A. Mahlke
,
Thomas F. Wenisch
,
Jia Deng
,
Lingjia Tang
,
Jason Mars
Rethinking Numerical Representations for Deep Neural Networks.
CoRR
(2018)
Animesh Jain
,
Michael A. Laurenzano
,
Gilles A. Pokam
,
Jason Mars
,
Lingjia Tang
Architectural support for convolutional neural networks on modern CPUs.
PACT
(2018)
Animesh Jain
,
Amar Phanishayee
,
Jason Mars
,
Lingjia Tang
,
Gennady Pekhimenko
Gist: Efficient Data Encoding for Deep Neural Network Training.
ISCA
(2018)
Ram Srivatsa Kannan
,
Animesh Jain
,
Michael A. Laurenzano
,
Lingjia Tang
,
Jason Mars
Proctor: Detecting and Investigating Interference in Shared Datacenters.
ISPASS
(2018)
Matt Skach
,
Manish Arora
,
Chang-Hong Hsu
,
Qi Li
,
Dean M. Tullsen
,
Lingjia Tang
,
Jason Mars
Thermal Time Shifting: Decreasing Data Center Cooling Costs with Phase-Change Materials.
IEEE Internet Comput.
21 (4) (2017)
Yiping Kang
,
Johann Hauswald
,
Cao Gao
,
Austin Rovinski
,
Trevor N. Mudge
,
Jason Mars
,
Lingjia Tang
Neurosurgeon: Collaborative Intelligence Between the Cloud and Mobile Edge.
ASPLOS
(2017)
Quan Chen
,
Hailong Yang
,
Minyi Guo
,
Ram Srivatsa Kannan
,
Jason Mars
,
Lingjia Tang
Prophet: Precise QoS Prediction on Non-Preemptive Accelerators to Improve Utilization in Warehouse-Scale Computers.
ASPLOS
(2017)
Hailong Yang
,
Quan Chen
,
Moeiz Riaz
,
Zhongzhi Luan
,
Lingjia Tang
,
Jason Mars
PowerChief: Intelligent Power Allocation for Multi-Stage Applications to Improve Responsiveness on Power Constrained CMP.
ISCA
(2017)
Jason Mars
Enhancing human capabilities.
TIML@ISCA
(2017)
Chang-Hong Hsu
,
Yunqi Zhang
,
Michael A. Laurenzano
,
David Meisner
,
Thomas F. Wenisch
,
Ronald G. Dreslinski
,
Jason Mars
,
Lingjia Tang
Reining in Long Tails in Warehouse-Scale Computers with Quick Voltage Boosting Using Adrenaline.
ACM Trans. Comput. Syst.
35 (1) (2017)
Parker Hill
,
Animesh Jain
,
Mason Hill
,
Babak Zamirai
,
Chang-Hong Hsu
,
Michael A. Laurenzano
,
Scott A. Mahlke
,
Lingjia Tang
,
Jason Mars
DeftNN: addressing bottlenecks for DNN execution on GPUs via synapse vector elimination and near-compute data fission.
MICRO
(2017)
Animesh Jain
,
Parker Hill
,
Shih-Chieh Lin
,
Muneeb Khan
,
Md. Enamul Haque
,
Michael A. Laurenzano
,
Scott A. Mahlke
,
Lingjia Tang
,
Jason Mars
Concise loads and stores: The case for an asymmetric compute-memory architecture for approximation.
MICRO
(2016)
Quan Chen
,
Hailong Yang
,
Jason Mars
,
Lingjia Tang
Baymax: QoS Awareness and Increased Utilization for Non-Preemptive Accelerators in Warehouse Scale Computers.
ASPLOS
(2016)
Johann Hauswald
,
Michael A. Laurenzano
,
Yunqi Zhang
,
Hailong Yang
,
Yiping Kang
,
Cheng Li
,
Austin Rovinski
,
Arjun Khurana
,
Ronald G. Dreslinski
,
Trevor N. Mudge
,
Vinicius Petrucci
,
Lingjia Tang
,
Jason Mars
Designing Future Warehouse-Scale Computers for Sirius, an End-to-End Voice and Vision Personal Assistant.
ACM Trans. Comput. Syst.
34 (1) (2016)
Yunqi Zhang
,
David Meisner
,
Jason Mars
,
Lingjia Tang
Treadmill: Attributing the Source of Tail Latency through Precise Load Testing and Statistical Inference.
ISCA
(2016)
Animesh Jain
,
Michael A. Laurenzano
,
Lingjia Tang
,
Jason Mars
Continuous shape shifting: Enabling loop co-optimization via near-free dynamic code rewriting.
MICRO
(2016)
Stephen Zekany
,
Daniel Rings
,
Nathan Harada
,
Michael A. Laurenzano
,
Lingjia Tang
,
Jason Mars
CrystalBall: Statically analyzing runtime behavior via deep sequence learning.
MICRO
(2016)
Johann Hauswald
,
Michael A. Laurenzano
,
Yunqi Zhang
,
Cheng Li
,
Austin Rovinski
,
Arjun Khurana
,
Ronald G. Dreslinski
,
Trevor N. Mudge
,
Vinicius Petrucci
,
Lingjia Tang
,
Jason Mars
Sirius Implications for Future Warehouse-Scale Computers.
IEEE Micro
36 (3) (2016)
Michael A. Laurenzano
,
Parker Hill
,
Mehrzad Samadi
,
Scott A. Mahlke
,
Jason Mars
,
Lingjia Tang
Input responsiveness: using canary inputs to dynamically steer approximation.
PLDI
(2016)
Michael A. Laurenzano
,
Yunqi Zhang
,
Jiang Chen
,
Lingjia Tang
,
Jason Mars
PowerChop: Identifying and Managing Non-critical Units in Hybrid Processor Architectures.
ISCA
(2016)
Johann Hauswald
,
Michael A. Laurenzano
,
Yunqi Zhang
,
Cheng Li
,
Austin Rovinski
,
Arjun Khurana
,
Ronald G. Dreslinski
,
Trevor N. Mudge
,
Vinicius Petrucci
,
Lingjia Tang
,
Jason Mars
Sirius: An Open End-to-End Voice and Vision Personal Assistant and Its Implications for Future Warehouse Scale Computers.
ASPLOS
(2015)
Johann Hauswald
,
Yiping Kang
,
Michael A. Laurenzano
,
Quan Chen
,
Cheng Li
,
Trevor N. Mudge
,
Ronald G. Dreslinski
,
Jason Mars
,
Lingjia Tang
DjiNN and Tonic: DNN as a service and its implications for future warehouse scale computers.
ISCA
(2015)
Matt Skach
,
Manish Arora
,
Chang-Hong Hsu
,
Qi Li
,
Dean M. Tullsen
,
Lingjia Tang
,
Jason Mars
Thermal time shifting: leveraging phase change materials to reduce cooling costs in warehouse-scale computers.
ISCA
(2015)
Muneeb Khan
,
Michael A. Laurenzano
,
Jason Mars
,
Erik Hagersten
,
David Black-Schaffer
AREP: Adaptive Resource Efficient Prefetching for Maximizing Multicore Performance.
PACT
(2015)
Vinicius Petrucci
,
Michael A. Laurenzano
,
John Doherty
,
Yunqi Zhang
,
Daniel Mossé
,
Jason Mars
,
Lingjia Tang
Octopus-Man: QoS-driven task management for heterogeneous multicores in warehouse-scale computers.
HPCA
(2015)
Chang-Hong Hsu
,
Yunqi Zhang
,
Michael A. Laurenzano
,
David Meisner
,
Thomas F. Wenisch
,
Jason Mars
,
Lingjia Tang
,
Ronald G. Dreslinski
Adrenaline: Pinpointing and reining in tail queries with quick voltage boosting.
HPCA
(2015)
Yunqi Zhang
,
Michael A. Laurenzano
,
Jason Mars
,
Lingjia Tang
SMiTe: Precise QoS Prediction on Real-System SMT Processors to Improve Utilization in Warehouse Scale Computers.
MICRO
(2014)
Michael A. Laurenzano
,
Yunqi Zhang
,
Lingjia Tang
,
Jason Mars
Protean Code: Achieving Near-Free Online Code Transformations for Warehouse Scale Computers.
MICRO
(2014)
Alex D. Breslow
,
Ananta Tiwari
,
Martin Schulz
,
Laura Carrington
,
Lingjia Tang
,
Jason Mars
Enabling fair pricing on high performance computer systems with node sharing.
Sci. Program.
22 (2) (2014)
Yan Zhai
,
Xiao Zhang
,
Stéphane Eranian
,
Lingjia Tang
,
Jason Mars
HaPPy: Hyperthread-aware Power Profiling Dynamically.
USENIX Annual Technical Conference
(2014)
Lingjia Tang
,
Jason Mars
,
Wei Wang
,
Tanima Dey
,
Mary Lou Soffa
ReQoS: reactive static/dynamic compilation for QoS in warehouse scale computers.
ASPLOS
(2013)
Hailong Yang
,
Alex D. Breslow
,
Jason Mars
,
Lingjia Tang
Bubble-flux: precise online QoS management for increased utilization in warehouse scale computers.
ISCA
(2013)
Lingjia Tang
,
Jason Mars
,
Xiao Zhang
,
Robert Hagmann
,
Robert Hundt
,
Eric Tune
Optimizing Google's warehouse scale computers: The NUMA experience.
HPCA
(2013)
Alex D. Breslow
,
Ananta Tiwari
,
Martin Schulz
,
Laura Carrington
,
Lingjia Tang
,
Jason Mars
Enabling fair pricing on HPC systems with node sharing.
SC
(2013)
Jason Mars
,
Lingjia Tang
Understanding Application Contentiousness and Sensitivity on Modern Multicores.
Adv. Comput.
91 (2013)
Jason Mars
,
Lingjia Tang
Whare-map: heterogeneity in "homogeneous" warehouse-scale computers.
ISCA
(2013)
Wei Wang
,
Tanima Dey
,
Jason Mars
,
Lingjia Tang
,
Jack W. Davidson
,
Mary Lou Soffa
Performance analysis of thread mappings with a holistic view of the hardware resources.
ISPASS
(2012)
Kristen Walcott-Justice
,
Jason Mars
,
Mary Lou Soffa
THeME: a system for testing by hardware monitoring events.
ISSTA
(2012)
Jason Mars
,
Naveen Kumar
BlockChop: Dynamic squash elimination for hybrid processor architecture.
ISCA
(2012)
Lingjia Tang
,
Jason Mars
,
Mary Lou Soffa
Compiling for niceness: mitigating contention for QoS in warehouse scale computers.
CGO
(2012)
Jason Mars
,
Lingjia Tang
,
Kevin Skadron
,
Mary Lou Soffa
,
Robert Hundt
Increasing Utilization in Modern Warehouse-Scale Computers Using Bubble-Up.
IEEE Micro
32 (3) (2012)
Mary Lou Soffa
,
Kristen R. Walcott
,
Jason Mars
Exploiting hardware advances for software testing and debugging.
ICSE
(2011)
Jason Hiser
,
Daniel W. Williams
,
Wei Hu
,
Jack W. Davidson
,
Jason Mars
,
Bruce R. Childers
Evaluating indirect branch handling mechanisms in software dynamic translation systems.
ACM Trans. Archit. Code Optim.
8 (2) (2011)
Jason Mars
,
Lingjia Tang
,
Mary Lou Soffa
Directly characterizing cross core interference through contention synthesis.
HiPEAC
(2011)
Jason Mars
,
Lingjia Tang
,
Robert Hundt
Heterogeneity in "Homogeneous" Warehouse-Scale Computers: A Performance Opportunity.
IEEE Comput. Archit. Lett.
10 (2) (2011)
Lingjia Tang
,
Jason Mars
,
Neil Vachharajani
,
Robert Hundt
,
Mary Lou Soffa
The impact of memory subsystem resource sharing on datacenter applications.
ISCA
(2011)
Jason Mars
,
Lingjia Tang
,
Robert Hundt
,
Kevin Skadron
,
Mary Lou Soffa
Bubble-Up: increasing utilization in modern warehouse scale computers via sensible co-locations.
MICRO
(2011)
Jason Mars
,
Neil Vachharajani
,
Robert Hundt
,
Mary Lou Soffa
Contention aware execution: online contention detection and response.
CGO
(2010)
Daniel W. Williams
,
Aprotim Sanyal
,
Dan Upton
,
Jason Mars
,
Sudeep Ghosh
,
Kim M. Hazelwood
A cross-layer approach to heterogeneity and reliability.
MEMOCODE
(2009)
Jason Mars
,
Robert Hundt
Scenario Based Optimization: A Framework for Statically Enabling Online Optimizations.
CGO
(2009)
Jason Hiser
,
Daniel W. Williams
,
Wei Hu
,
Jack W. Davidson
,
Jason Mars
,
Bruce R. Childers
Evaluating Indirect Branch Handling Mechanisms in Software Dynamic Translation Systems.
CGO
(2007)