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Making AI Less "Thirsty": Uncovering and Addressing the Secret Water Footprint of AI Models

Making AI Less "Thirsty": Uncovering and Addressing the Secret Water Footprint of AI Models

6 April 2023
Pengfei Li
Jianyi Yang
M. A. Islam
Shaolei Ren
ArXivPDFHTML

Papers citing "Making AI Less "Thirsty": Uncovering and Addressing the Secret Water Footprint of AI Models"

36 / 36 papers shown
Title
A Survey on Parameter-Efficient Fine-Tuning for Foundation Models in Federated Learning
A Survey on Parameter-Efficient Fine-Tuning for Foundation Models in Federated Learning
Jieming Bian
Yuanzhe Peng
Lei Wang
Yin Huang
Jie Xu
FedML
55
0
0
29 Apr 2025
Energy Considerations of Large Language Model Inference and Efficiency Optimizations
Energy Considerations of Large Language Model Inference and Efficiency Optimizations
Jared Fernandez
Clara Na
Vashisth Tiwari
Yonatan Bisk
Sasha Luccioni
Emma Strubell
27
0
0
24 Apr 2025
Reflexive Prompt Engineering: A Framework for Responsible Prompt Engineering and Interaction Design
Reflexive Prompt Engineering: A Framework for Responsible Prompt Engineering and Interaction Design
Christian Djeffal
21
0
0
22 Apr 2025
On the (im)possibility of sustainable artificial intelligence. Why it does not make sense to move faster when heading the wrong way
On the (im)possibility of sustainable artificial intelligence. Why it does not make sense to move faster when heading the wrong way
Rainer Rehak
34
1
0
22 Mar 2025
Holistically Evaluating the Environmental Impact of Creating Language Models
Jacob Morrison
Clara Na
Jared Fernandez
Tim Dettmers
Emma Strubell
Jesse Dodge
ELM
40
2
0
03 Mar 2025
Climate And Resource Awareness is Imperative to Achieving Sustainable AI (and Preventing a Global AI Arms Race)
Climate And Resource Awareness is Imperative to Achieving Sustainable AI (and Preventing a Global AI Arms Race)
Pedram Bakhtiarifard
Pınar Tözün
Christian Igel
Raghavendra Selvan
32
0
0
27 Feb 2025
Systematic Weight Evaluation for Pruning Large Language Models: Enhancing Performance and Sustainability
Systematic Weight Evaluation for Pruning Large Language Models: Enhancing Performance and Sustainability
Ashhadul Islam
S. Belhaouari
Amine Bermak
26
0
0
24 Feb 2025
Local Differences, Global Lessons: Insights from Organisation Policies for International Legislation
Lucie-Aimée Kaffee
Pepa Atanasova
Anna Rogers
39
0
0
19 Feb 2025
Recent Advances, Applications and Open Challenges in Machine Learning for Health: Reflections from Research Roundtables at ML4H 2024 Symposium
Recent Advances, Applications and Open Challenges in Machine Learning for Health: Reflections from Research Roundtables at ML4H 2024 Symposium
A. Adibi
Xu Cao
Zongliang Ji
Jivat Neet Kaur
Winston Chen
...
Mohsen Sadatsafavi
Dennis L. Shung
Shannon McWeeney
Jessica Dafflon
Sarah Jabbour
OOD
VLM
AI4TS
53
0
0
10 Feb 2025
The Unbearable Lightness of Prompting: A Critical Reflection on the Environmental Impact of genAI use in Design Education
M. Lupetti
Elena Cavallin
Dave Murray-Rust
AI4CE
32
1
0
28 Jan 2025
Towards Environmentally Equitable AI
Towards Environmentally Equitable AI
Mohammad Hajiesmaili
Shaolei Ren
R. Sitaraman
Adam Wierman
61
0
0
21 Dec 2024
Engineering Trustworthy AI: A Developer Guide for Empirical Risk
  Minimization
Engineering Trustworthy AI: A Developer Guide for Empirical Risk Minimization
Diana Pfau
Alexander Jung
16
0
0
25 Oct 2024
Cross-Modal Few-Shot Learning: a Generative Transfer Learning Framework
Cross-Modal Few-Shot Learning: a Generative Transfer Learning Framework
Zhengwei Yang
Yuke Li
Qiang Sun
Basura Fernando
Heng-Chiao Huang
Zheng Wang
21
1
0
14 Oct 2024
AI, Climate, and Regulation: From Data Centers to the AI Act
AI, Climate, and Regulation: From Data Centers to the AI Act
Kai Ebert
Nicolas Alder
Ralf Herbrich
Philipp Hacker
AI4CE
17
0
0
09 Oct 2024
Integrating AI's Carbon Footprint into Risk Management Frameworks:
  Strategies and Tools for Sustainable Compliance in Banking Sector
Integrating AI's Carbon Footprint into Risk Management Frameworks: Strategies and Tools for Sustainable Compliance in Banking Sector
Nataliya Tkachenko
17
0
0
15 Sep 2024
AI, Climate, and Transparency: Operationalizing and Improving the AI Act
AI, Climate, and Transparency: Operationalizing and Improving the AI Act
Nicolas Alder
Kai Ebert
Ralf Herbrich
Philipp Hacker
AI4CE
19
1
0
28 Aug 2024
On Tables with Numbers, with Numbers
On Tables with Numbers, with Numbers
Konstantinos Kogkalidis
S. Chatzikyriakidis
LMTD
17
0
0
12 Aug 2024
The Impact of Quantization and Pruning on Deep Reinforcement Learning
  Models
The Impact of Quantization and Pruning on Deep Reinforcement Learning Models
Heng Lu
Mehdi Alemi
Reza Rawassizadeh
19
1
0
05 Jul 2024
Building Socially-Equitable Public Models
Building Socially-Equitable Public Models
Yejia Liu
Jianyi Yang
Pengfei Li
Tongxin Li
Shaolei Ren
OffRL
30
0
0
04 Jun 2024
Why Algorithms Remain Unjust: Power Structures Surrounding Algorithmic
  Activity
Why Algorithms Remain Unjust: Power Structures Surrounding Algorithmic Activity
Andrew Balch
25
0
0
28 May 2024
Sociotechnical Implications of Generative Artificial Intelligence for
  Information Access
Sociotechnical Implications of Generative Artificial Intelligence for Information Access
Bhaskar Mitra
Henriette Cramer
Olya Gurevich
26
2
0
19 May 2024
Large Language Models for Human-Machine Collaborative Particle
  Accelerator Tuning through Natural Language
Large Language Models for Human-Machine Collaborative Particle Accelerator Tuning through Natural Language
Jan Kaiser
Annika Eichler
Anne Lauscher
LM&MA
35
4
0
14 May 2024
Towards Socially and Environmentally Responsible AI
Towards Socially and Environmentally Responsible AI
Pengfei Li
Yejia Liu
Jianyi Yang
Shaolei Ren
21
0
0
23 Apr 2024
Can LLMs substitute SQL? Comparing Resource Utilization of Querying LLMs
  versus Traditional Relational Databases
Can LLMs substitute SQL? Comparing Resource Utilization of Querying LLMs versus Traditional Relational Databases
Xiang Zhang
Khatoon Khedri
Reza Rawassizadeh
22
2
0
12 Apr 2024
What Generative Artificial Intelligence Means for Terminological
  Definitions
What Generative Artificial Intelligence Means for Terminological Definitions
Antonio San Martín
14
1
0
25 Feb 2024
Artificial intelligence and the transformation of higher education
  institutions
Artificial intelligence and the transformation of higher education institutions
Evangelos Katsamakas
Oleg V. Pavlov
Ryan Saklad
30
6
0
13 Feb 2024
AI Regulation in Europe: From the AI Act to Future Regulatory Challenges
AI Regulation in Europe: From the AI Act to Future Regulatory Challenges
Philipp Hacker
11
6
0
06 Oct 2023
Open-Sourcing Highly Capable Foundation Models: An evaluation of risks,
  benefits, and alternative methods for pursuing open-source objectives
Open-Sourcing Highly Capable Foundation Models: An evaluation of risks, benefits, and alternative methods for pursuing open-source objectives
Elizabeth Seger
Noemi Dreksler
Richard Moulange
Emily Dardaman
Jonas Schuett
...
Emma Bluemke
Michael Aird
Patrick Levermore
Julian Hazell
Abhishek Gupta
6
40
0
29 Sep 2023
Are You Worthy of My Trust?: A Socioethical Perspective on the Impacts
  of Trustworthy AI Systems on the Environment and Human Society
Are You Worthy of My Trust?: A Socioethical Perspective on the Impacts of Trustworthy AI Systems on the Environment and Human Society
Jamell Dacon
SILM
8
1
0
18 Sep 2023
Efficiency is Not Enough: A Critical Perspective of Environmentally Sustainable AI
Efficiency is Not Enough: A Critical Perspective of Environmentally Sustainable AI
Dustin Wright
Christian Igel
Gabrielle Samuel
Raghavendra Selvan
15
12
0
05 Sep 2023
CACTUS: a Comprehensive Abstraction and Classification Tool for
  Uncovering Structures
CACTUS: a Comprehensive Abstraction and Classification Tool for Uncovering Structures
L. Gherardini
Varun Ravi Varma
Karol Capała
Roger Francis Woods
José L. R. Sousa
6
2
0
23 Aug 2023
The Ethics of AI Value Chains
The Ethics of AI Value Chains
Blair Attard-Frost
D. Widder
12
1
0
31 Jul 2023
A Survey of Techniques for Optimizing Transformer Inference
A Survey of Techniques for Optimizing Transformer Inference
Krishna Teja Chitty-Venkata
Sparsh Mittal
M. Emani
V. Vishwanath
Arun Somani
22
60
0
16 Jul 2023
Towards Environmentally Equitable AI via Geographical Load Balancing
Towards Environmentally Equitable AI via Geographical Load Balancing
Pengfei Li
Jianyi Yang
Adam Wierman
Shaolei Ren
13
8
0
20 Jun 2023
The Carbon Emissions of Writing and Illustrating Are Lower for AI than
  for Humans
The Carbon Emissions of Writing and Illustrating Are Lower for AI than for Humans
Bill Tomlinson
Rebecca W. Black
Donald J. Patterson
A. Torrance
41
27
0
08 Mar 2023
Carbon Emissions and Large Neural Network Training
Carbon Emissions and Large Neural Network Training
David A. Patterson
Joseph E. Gonzalez
Quoc V. Le
Chen Liang
Lluís-Miquel Munguía
D. Rothchild
David R. So
Maud Texier
J. Dean
AI4CE
236
626
0
21 Apr 2021
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