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Tackling Climate Change with Machine Learning

Tackling Climate Change with Machine Learning

10 June 2019
David Rolnick
P. Donti
L. Kaack
K. Kochanski
Alexandre Lacoste
Kris Sankaran
A. Ross
Nikola Milojevic-Dupont
Natasha Jaques
Anna Waldman-Brown
A. Luccioni
Tegan Maharaj
Evan D. Sherwin
S. Mukkavilli
Konrad Paul Kording
Carla P. Gomes
Andrew Y. Ng
Demis Hassabis
John C. Platt
F. Creutzig
J. Chayes
Yoshua Bengio
    AI4Cl
    AI4CE
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Papers citing "Tackling Climate Change with Machine Learning"

24 / 74 papers shown
Title
Unraveling the Hidden Environmental Impacts of AI Solutions for
  Environment
Unraveling the Hidden Environmental Impacts of AI Solutions for Environment
Anne-Laure Ligozat
J. Lefèvre
Aurélie Bugeau
Jacques Combaz
29
94
0
22 Oct 2021
A Multi-scale Time-series Dataset with Benchmark for Machine Learning in
  Decarbonized Energy Grids
A Multi-scale Time-series Dataset with Benchmark for Machine Learning in Decarbonized Energy Grids
Xiangtian Zheng
Nan Xu
Loc Trinh
Dongqi Wu
Tong Huang
S. Sivaranjani
Yan Liu
Le Xie
AI4CE
38
43
0
12 Oct 2021
DEM Super-Resolution with EfficientNetV2
DEM Super-Resolution with EfficientNetV2
B. Demiray
M. Sit
Ibrahim Demir
40
20
0
20 Sep 2021
TempNet -- Temporal Super Resolution of Radar Rainfall Products with
  Residual CNNs
TempNet -- Temporal Super Resolution of Radar Rainfall Products with Residual CNNs
M. Sit
B. Seo
Ibrahim Demir
20
9
0
20 Sep 2021
Full-Cycle Energy Consumption Benchmark for Low-Carbon Computer Vision
Full-Cycle Energy Consumption Benchmark for Low-Carbon Computer Vision
Bo-wen Li
Xinyang Jiang
Donglin Bai
Yuge Zhang
Ningxin Zheng
Xuanyi Dong
Lu Liu
Yuqing Yang
Dongsheng Li
14
10
0
30 Aug 2021
Accelerating Federated Learning with a Global Biased Optimiser
Accelerating Federated Learning with a Global Biased Optimiser
Jed Mills
Jia Hu
Geyong Min
Rui Jin
Siwei Zheng
Jin Wang
FedML
AI4CE
34
9
0
20 Aug 2021
Demand Forecasting in Smart Grid Using Long Short-Term Memory
Demand Forecasting in Smart Grid Using Long Short-Term Memory
Koushik Roy
Abtahi Ishmam
K. A. Taher
AI4TS
17
13
0
28 Jul 2021
Quantum Artificial Intelligence for the Science of Climate Change
Quantum Artificial Intelligence for the Science of Climate Change
Manmeet Singh
C. Dhara
Adarsh Kumar
S. Gill
Steve Uhlig
AI4CE
14
15
0
28 Jul 2021
IowaRain: A Statewide Rain Event Dataset Based on Weather Radars and
  Quantitative Precipitation Estimation
IowaRain: A Statewide Rain Event Dataset Based on Weather Radars and Quantitative Precipitation Estimation
M. Sit
B. Seo
Ibrahim Demir
21
27
0
07 Jul 2021
Deep Spatio-Temporal Forecasting of Electrical Vehicle Charging Demand
Deep Spatio-Temporal Forecasting of Electrical Vehicle Charging Demand
F. B. Hüttel
Inon Peled
Filipe Rodrigues
Francisco Câmara Pereira
25
13
0
21 Jun 2021
Rotation Invariant Graph Neural Networks using Spin Convolutions
Rotation Invariant Graph Neural Networks using Spin Convolutions
Muhammed Shuaibi
Adeesh Kolluru
Abhishek Das
Aditya Grover
Anuroop Sriram
Zachary W. Ulissi
C. L. Zitnick
AI4CE
30
67
0
17 Jun 2021
Carbon-Aware Computing for Datacenters
Carbon-Aware Computing for Datacenters
A. Radovanovic
R. Koningstein
Ian Schneider
Bokan Chen
A. Duarte
...
Saurav Talukdar
E. Mullen
Kendal Smith
MariEllen Cottman
W. Cirne
18
124
0
11 Jun 2021
Loosely Conditioned Emulation of Global Climate Models With Generative
  Adversarial Networks
Loosely Conditioned Emulation of Global Climate Models With Generative Adversarial Networks
Alexis Ayala
Christopher Drazic
Brian Hutchinson
Ben Kravitz
Claudia Tebaldi
GAN
AI4Cl
AI4CE
33
6
0
29 Apr 2021
Neural Network Attribution Methods for Problems in Geoscience: A Novel
  Synthetic Benchmark Dataset
Neural Network Attribution Methods for Problems in Geoscience: A Novel Synthetic Benchmark Dataset
Antonios Mamalakis
I. Ebert‐Uphoff
E. Barnes
OOD
28
75
0
18 Mar 2021
Routing algorithms as tools for integrating social distancing with
  emergency evacuation
Routing algorithms as tools for integrating social distancing with emergency evacuation
Yi-Lin Tsai
Chetanya Rastogi
P. Kitanidis
C. Field
20
10
0
05 Mar 2021
Data-driven geophysical forecasting: Simple, low-cost, and accurate
  baselines with kernel methods
Data-driven geophysical forecasting: Simple, low-cost, and accurate baselines with kernel methods
B. Hamzi
R. Maulik
H. Owhadi
AI4TS
11
28
0
13 Feb 2021
Physics-constrained Deep Learning of Multi-zone Building Thermal
  Dynamics
Physics-constrained Deep Learning of Multi-zone Building Thermal Dynamics
Ján Drgoňa
Aaron Tuor
V. Chandan
D. Vrabie
AI4CE
27
115
0
11 Nov 2020
Augmenting Physical Models with Deep Networks for Complex Dynamics
  Forecasting
Augmenting Physical Models with Deep Networks for Complex Dynamics Forecasting
Yuan Yin
Vincent Le Guen
Jérémie Donà
Emmanuel de Bézenac
Ibrahim Ayed
Nicolas Thome
Patrick Gallinari
AI4CE
PINN
33
132
0
09 Oct 2020
S2RMs: Spatially Structured Recurrent Modules
S2RMs: Spatially Structured Recurrent Modules
Nasim Rahaman
Anirudh Goyal
Muhammad Waleed Gondal
M. Wuthrich
Stefan Bauer
Yash Sharma
Yoshua Bengio
Bernhard Schölkopf
21
14
0
13 Jul 2020
Explainable Deep Learning: A Field Guide for the Uninitiated
Explainable Deep Learning: A Field Guide for the Uninitiated
Gabrielle Ras
Ning Xie
Marcel van Gerven
Derek Doran
AAML
XAI
41
371
0
30 Apr 2020
The Proper Care and Feeding of CAMELS: How Limited Training Data Affects
  Streamflow Prediction
The Proper Care and Feeding of CAMELS: How Limited Training Data Affects Streamflow Prediction
M. Gauch
J. Mai
Jimmy Lin
11
123
0
17 Nov 2019
SPNets: Differentiable Fluid Dynamics for Deep Neural Networks
SPNets: Differentiable Fluid Dynamics for Deep Neural Networks
Connor Schenck
Dieter Fox
PINN
3DPC
AI4CE
178
161
0
15 Jun 2018
Ubenwa: Cry-based Diagnosis of Birth Asphyxia
Ubenwa: Cry-based Diagnosis of Birth Asphyxia
Charles C. Onu
Innocent Udeogu
Eyenimi Ndiomu
Urbain Kengni
Doina Precup
G. Sant’Anna
E. Alikor
P. Opara
45
27
0
17 Nov 2017
Simple and Scalable Predictive Uncertainty Estimation using Deep
  Ensembles
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles
Balaji Lakshminarayanan
Alexander Pritzel
Charles Blundell
UQCV
BDL
276
5,675
0
05 Dec 2016
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