@inproceedings{Murillo2024Shifter,
author = {Murillo, Jorge and Hanafy, Walid A. and Irwin, David and Sitaraman, Ramesh and Shenoy, Prashant},
title = {CDN-Shifter: Leveraging Spatial Workload Shifting to Decarbonize Content Delivery Networks},
year = {2024},
month = {12},
isbn = {9798400712869},
publisher = {Association for Computing Machinery},
address = {New York, NY, USA},
url = {https://doi.org/10.1145/3698038.3698516},
doi = {10.1145/3698038.3698516},
booktitle = {Proceedings of the 2024 ACM Symposium on Cloud Computing},
pages = {505–521},
numpages = {17},
keywords = {Decarbonization, Internet-scale Content Delivery, Load shifting},
location = {Redmond, WA, USA},
series = {SoCC '24}
}

@INPROCEEDINGS{Huang2023Measuring,
  author={Huang, Zimeng and Jiang, Bo and Guo, Tian and Liu, Yunzhuo},
  booktitle={2023 IEEE/ACM 23rd International Symposium on Cluster, Cloud and Internet Computing (CCGrid)}, 
  title={Measuring the Impact of Gradient Accumulation on Cloud-based Distributed Training}, 
  year={2023},
  month={May},
  pages={344-354},
  url={https://doi.org/10.1109/CCGrid57682.2023.00040}
}
@INPROCEEDINGS{Ogden2023Layercake,
  author={Ogden, Samuel S. and Guo, Tian},
  booktitle={2023 IEEE/ACM 23rd International Symposium on Cluster, Cloud and Internet Computing (CCGrid)}, 
  title={Layercake: Efficient Inference Serving with Cloud and Mobile Resources}, 
  year={2023},
  month={May},
  pages={191-202},
  url={https://doi.org/10.1109/CCGrid57682.2023.00027}
}

@article{Liu2022FuncPipe,
    author = {Liu, Yunzhuo and Jiang, Bo and Guo, Tian and Huang, Zimeng and Ma, Wenhao and Wang, Xinbing and Zhou, Chenghu},
    title = {FuncPipe: A Pipelined Serverless Framework for Fast and Cost-Efficient Training of Deep Learning Models},
    year = {2022},
    month = {December},
    issue_date = {December 2022},
    volume = {6},
    url = {https://doi.org/10.1145/3570607},
    journal      = {Proceedings of the ACM on Measurement and Analysis of Computing Systems (POMACS); Also Proc of ACM Sigmetrics'24},
    keywords = {serverless function, pipeline parallelism, distributed training}
}

@inproceedings{Bostandoost2024DataDriven,
  author={Bostandoost, Roozbeh and Hanafy, Walid A. and Lechowicz, Adam and Bashir, Noman and Shenoy, Prashant and Hajiesmaili,  Mohammad},
    title = {Data-driven Algorithm Selection for Carbon-Aware Scheduling},
    year = 2024,
    month = {July},
    booktitle = { HotCarbon Workshop on Sustainable Computer Systems (HotCarbon)},
    url = { https://hotcarbon.org/assets/2024/pdf/hotcarbon24-final23.pdf }
}

@inproceedings{lechowicz2024chasing,
  title={Chasing Convex Functions with Long-term Constraints},
  author={Lechowicz, Adam and Christianson, Nicolas and Sun, Bo and Bashir, Noman and Hajiesmaili, Mohammad and Wierman, Adam and Shenoy, Prashant},
  booktitle={The 41st International Conference on Machine Learning (ICML)},
  year={2024},
  month={July},
  url = {https://lass.cs.umass.edu/papers/pdf/ICML2024_online.pdf}
}

@inproceedings{eurosys24-shiftinglimitations,
  title = {On the Limitations of Carbon-Aware Temporal and Spatial Workload Shifting in the Cloud},
  author = {Sukprasert, Thanathorn and Souza, Abel and Bashir, Noman and Irwin, David and Shenoy, Prashant},
  year = {2024},
  month = {April},
  booktitle = {Proceedings of the 19th European Conference on Computer Systems (EuroSys)},
  url={https://lass.cs.umass.edu/papers/pdf/eurosys24-shiftinglimitations.pdf }
}

@inproceedings{asplos24-greenforlessgreen,
  title = {Going Green for Less Green: Optimizing the Cost of Reducing Cloud Carbon Emissions.},
  author = {A. Hanafy, Walid and Liang, Qianlin and Bashir, Noman and Souza, Abel and Irwin, David and Shenoy, Prashant},
  year = {2024},
  month = {April},
  booktitle = {In Proceedings of 29th ACM International Conference on Architectural Support for Programming Languages and Operating Systems, Volume 3 (ASPLOS ’24)}, 
  url={https://lass.cs.umass.edu/papers/pdf/asplos24-greenforlessgreen.pdf },
  slides = {https://lass.cs.umass.edu/papers/ppt/asplos24-greenforlessgreen.pptx}
}

@inproceedings{sigmetrics24-conversion,
 title={Online Conversion with Switching Costs: Robust and Learning-Augmented Algorithms}, 
 author={Adam Lechowicz and Nicolas Christianson and Bo Sun and Noman Bashir and Mohammad Hajiesmaili and Adam Wierman and Prashant Shenoy},
 booktitle={Proceedings of ACM Sigmetrics'24},
 year={2024},
 month={June},
 url={https://lass.cs.umass.edu/papers/pdf/sigmetrics24-conversion.pdf }
}

@inproceedings{eenergy24-mirage,
 title={The Green Mirage: Impact of Location and Market-based Carbon Intensity Estimation on Carbon Optimization Efficacy (Best Paper Runner-up)},
 author={Diptyaroop Maji and Noman Bashir and David Irwin and Prashant Shenoy and Ramesh Sitaraman},
 booktitle={Proceedings of 15th ACM Conference on Future Energy Systems (ACM e-Energy), Singapore},
 year={2024},
 month={June},
 url={https://lass.cs.umass.edu/papers/pdf/eenergy24-mirage.pdf}
}

@inproceedings{eenergy24-lacs,
 title={LACS: Learning-Augmented Algorithms for Carbon-Aware Resource Scaling with Uncertain Demand},
author={Roozbeh Bostandoost and Adam Lechowicz and  Walid A. Hanafy and Noman Bashir and Prashant Shenoy and  Mohammad Hajiesmaili},
 booktitle={Proceedings of 15th ACM Conference on Future Energy Systems (ACM e-Energy), Singapore},
 year={2024},
  month={June},
 url={https://dl.acm.org/doi/10.1145/3632775.3661942}
}

@inproceedings{eenergy24-marginalavg,
 title={On the Implications of Choosing Average versus Marginal Carbon Intensity Signals on Carbon-aware Optimizations},
 author={Thanathorn Sukprasert and Noman Bashir and Abel Souza and David Irwin and Prashant Shenoy},
 booktitle={Proceedings of 15th ACM Conference on Future Energy Systems (ACM e-Energy), Singapore},
 year={2024},
  month={June},
 url={ https://dl.acm.org/doi/pdf/10.1145/3632775.3661953 }
}


@article{sigmetrics2024-carbonscaler,
    author={Walid A. Hanafy and Qianlin Liang and Noman Bashir and David Irwin and Prashant Shenoy},
    title={{CarbonScaler: Leveraging Cloud Workload Elasticity for Optimizing Carbon-Efficiency (best student paper award)}},
    year={2023},
    issue_date = {December 2023},
    month={December},
    volume = {7, 3},
    doi = {10.1145/3626788},
    journal = { Proceedings of the ACM on Measurement and Analysis of Computing Systems (POMACS); Also Proc of ACM Sigmetrics'24},
    articleno = {57},
    numpages = {28},
    url = {https://lass.cs.umass.edu/papers/pdf/sigmetrics2024-carbonscaler.pdf},
}

@article{sigmetrics2024-pauseresume,
    author       = {Adam Lechowicz and
                  Nicolas Christianson and
                  Jinhang Zuo and
                  Noman Bashir and
                  Mohammad H. Hajiesmaili and
                  Adam Wierman and
                  Prashant J. Shenoy},
    title        = {The Online Pause and Resume Problem: Optimal Algorithms and An Application
                  to Carbon-Aware Load Shifting},
    journal      = {Proceedings of the ACM on Measurement and Analysis of Computing Systems (POMACS); Also Proc of ACM Sigmetrics'24},
    year         = {2023},
    month       = {December},
    arxiv      = {2303.17551},
    url = {https://arxiv.org/abs/2303.17551}
}

@inproceedings{socc2023-carboncontainer,
    author = {John Thiede and Noman Bashir and David Irwin and Prashant Shenoy},
    title = {Carbon Containers: A System-level Facility for Managing Application-level Carbon Emissions},
    year = 2023,
    month = {October},
    booktitle = { Proceedings of 14th ACM Symposium on Cloud Computing (SoCC)},
    url = {https://lass.cs.umass.edu/papers/pdf/socc2023-carboncontainer.pdf},
}

@inproceedings{igsc2023-casper,
    author = {Abel Souza and Shruti Jasoria and Basundhara Chakrabarty and Alexander Bridgwater and Axel Lundberg and Filip Skogh and Ahmed Ali-Eldin and David Irwin and Prashant Shenoy },
    title = {CASPER: Carbon-Aware Scheduling and Provisioning for Distributed Web Services (Best Paper Runner-up)},
    year = 2023,
    month = {October},
    booktitle = {Proceedings of the 14th International Green and Sustainable Computing Conference (IGSC), Toronto, ON, Canada},
    url = {https://lass.cs.umass.edu/papers/pdf/igsc2023-casper.pdf},
}

@inproceedings{Noman2023HotCarbonOnThePromise,
    author={Noman Bashir and David Irwin and Prashant Shenoy},
    booktitle={Proc. 2nd ACM Workshop on Hot Topics in Sustainable Computing Systems (HotCarbon'23)},
    title={On the Promise and Pitfalls of Optimizing Embodied Carbon},
    year={2023},
    month = {July},
    url = {https://lass.cs.umass.edu/papers/pdf/hotcarbon23_embodied.pdf}
}

@inproceedings{Walid2023HotCarbonTheWarOfEff,
    author={Walid A. Hanafy and Roozbeh Bostandoost and Noman Bashir and David Irwin and Mohammad Hajiesmaili and Prashant Shenoy},
    booktitle={Proc.  2nd ACM Workshop on Hot Topics in Sustainable Computing Systems (HotCarbon'23)},
    title={The War of the Efficiencies: Understanding the Tension between Carbon and Energy Optimization},
    year={2023},
    month = {July},
    url = {https://lass.cs.umass.edu/papers/pdf/hotcarbon23-efficiency.pdf}
}

@inproceedings{maji2022carboncast,
  title={CarbonCast: Multi-Day Forecasting of Grid Carbon Intensity},
  author={Diptyaroop Maji and Prashant Shenoy and Ramesh K Sitaraman},
  booktitle={Proceedings of the Ninth ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation (BuildSys)},
  year={2022},
  month={November},
  url={https://groups.cs.umass.edu/ramesh/wp-content/uploads/sites/3/2022/09/buildsys2022-final282.pdf}
}

@InProceedings{souza2023ecovisor,
      title={Ecovisor: A Virtual Energy System for Carbon-Efficient Applications},
      author={Abel Souza and Noman Bashir and Jorge Murillo and Walid Hanafy and Qianlin Liang and David Irwin and Prashant Shenoy},
      year={2023},
      month = {March},
      booktitle = {ASPLOS 2023},
      url={https://arxiv.org/abs/2210.04951}
}

@InProceedings{bashir2021enabling,
      title={Enabling Sustainable Clouds: The Case for Virtualizing the Energy System},
      author={Noman Bashir and Tian Guo and Mohammad Hajiesmaili and David Irwin and Prashant Shenoy and Ramesh Sitaraman and Abel Souza and Adam Wierman},
      year={2021},
      month = {April},
      booktitle = {Proceedings of the ACM Symposium on Cloud Computing},
      url={https://dl.acm.org/doi/abs/10.1145/3472883.3487009}
}

@inproceedings{maji2022dacf,
  title={DACF: Day-Ahead Carbon Intensity Forecasting of Power Grids Using Machine Learning},
  author={Diptyaroop Maji and Ramesh K Sitaraman and Prashant Shenoy},
  booktitle={Proceedings of the Thirteenth ACM International Conference on Future Energy Systems},
  year={2022},
  month={June},
  url={https://dl.acm.org/doi/abs/10.1145/3538637.3538849},
  video_url={https://www.youtube.com/watch?v=FSwxgwl-DpA}
}

@article{bashir2022sustainable,
  title={Sustainable Computing--Without the Hot Air},
  author={Bashir, Noman and Irwin, David and Shenoy, Prashant and Souza, Abel},
  journal={arXiv preprint arXiv:2207.00081},
  year={2022},
  month={July},
  url={https://arxiv.org/abs/2207.00081},
  video_url={https://youtu.be/uQsKxmEMj5A},
  presentation_url={}
}

@article{lin2021perturbation,
  title={Perturbation-based regret analysis of predictive control in linear time varying systems},
  author={Lin, Yiheng and Hu, Yang and Shi, Guanya and Sun, Haoyuan and Qu, Guannan and Wierman, Adam},
  journal={Advances in Neural Information Processing Systems},
  year={2021},
  month={December},
  url={https://proceedings.neurips.cc/paper/2021/hash/298f587406c914fad5373bb689300433-Abstract.html},
  url_presentation={https://neurips.cc/virtual/2021/poster/27792}
}

@article{qu2022scalable,
  title={Scalable Reinforcement Learning for Multiagent Networked Systems},
  author={Qu, Guannan and Wierman, Adam and Li, Na},
  journal={Operations Research},
  year={2022},
  publisher={INFORMS},
  url={https://doi.org/10.1287/opre.2021.2226},
  url_presentation={https://slideslive.com/38937177/scalable-multiagent-reinforcement-learning-for-networked-systems-with-average-reward?locale=en}
}

@article{li2022robustness,
  title={Robustness and consistency in linear quadratic control with untrusted predictions},
  author={Li, Tongxin and Yang, Ruixiao and Qu, Guannan and Shi, Guanya and Yu, Chenkai and Wierman, Adam and Low, Steven},
  journal={Proceedings of the ACM on Measurement and Analysis of Computing Systems},
  year={2022},
  publisher={ACM New York, NY, USA},
  url={https://dl.acm.org/doi/abs/10.1145/3508038},
  url_video={https://www.youtube.com/watch?v=rHYPCMMjIs4}
}

@article{pan2022online,
  title={Online optimization with feedback delay and nonlinear switching cost},
  author={Pan, Weici and Shi, Guanya and Lin, Yiheng and Wierman, Adam},
  journal={Proceedings of the ACM on Measurement and Analysis of Computing Systems},
  year={2022},
  publisher={ACM New York, NY, USA},
  url={https://dl.acm.org/doi/abs/10.1145/3508037},
  url_video={https://www.youtube.com/watch?v=r_is0QkPIBY}
}

@article{sun2021pareto,
  title={Pareto-optimal learning-augmented algorithms for online conversion problems},
  author={Sun, Bo and Lee, Russell and Hajiesmaili, Mohammad and Wierman, Adam and Tsang, Danny},
  journal={Advances in Neural Information Processing Systems},
  year={2021},
  month={December},
  url={https://proceedings.neurips.cc/paper/2021/hash/55a988dfb00a914717b3000a3374694c-Abstract.html},
  presentation_url={https://groups.cs.umass.edu/hajiesmaili/wp-content/uploads/sites/24/2021/12/poster_neurips21_bo.pdf}
}

@inproceedings{werner2021pricing,
  title={Pricing flexibility of shiftable demand in electricity markets},
  author={Werner, Lucien and Wierman, Adam and Low, Steven H},
  booktitle={Proceedings of the Twelfth ACM International Conference on Future Energy Systems},
  year={2022},
  month={June},
  url={https://dl.acm.org/doi/abs/10.1145/3447555.3464847}
}

@article{lee2021online,
  title={Online peak-aware energy scheduling with untrusted advice},
  author={Lee, Russell and Maghakian, Jessica and Hajiesmaili, Mohammad and Li, Jian and Sitaraman, Ramesh and Liu, Zhenhua},
  journal={ACM SIGENERGY Energy Informatics Review},
  year={2022},
  publisher={ACM New York, NY, USA},
  url={https://dl.acm.org/doi/abs/10.1145/3508467.3508473},
  url_jornal={https://dl.acm.org/doi/10.1145/3447555.3464860}
}

@article{lee2022competitive,
  title={Competitive bidding strategies for online linear optimization with inventory management constraints},
  author={Lee, Russell and Zhou, Yutao and Yang, Lin and Hajiesmaili, Mohammad and Sitaraman, Ramesh},
  journal={ACM SIGMETRICS Performance Evaluation Review},
  year={2022},
  publisher={ACM New York, NY, USA},
  url={https://dl.acm.org/doi/abs/10.1145/3529113.3529115}
}

@article{zhao2021multi,
  title={Multi-objective Optimization by Learning Space Partitions},
  author={Zhao, Yiyang and Wang, Linnan and Yang, Kevin and Zhang, Tianjun and Guo, Tian and Tian, Yuandong},
  journal={arXiv preprint arXiv:2110.03173},
  year={2021},
  month={October},
  url={https://arxiv.org/abs/2110.03173}
}

@inproceedings{zhao2022fusedar,
  title={FUSEDAR: Adaptive Environment Lighting Reconstruction for Visually Coherent Mobile AR Rendering},
  author={Zhao, Yiqin and Guo, Tian},
  booktitle={2022 IEEE Conference on Virtual Reality and 3D User Interfaces Abstracts and Workshops (VRW)},
  year={2022},
  month={March},
  organization={IEEE},
  url={https://ieeexplore.ieee.org/abstract/document/9757380}
}