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07/17/2023
Reflections from the Workshop on AI-Assisted Decision Making for Conservation
In this white paper, we synthesize key points made during presentations ...
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01/10/2023
Proceedings of the NeurIPS 2021 Workshop on Machine Learning for the Developing World: Global Challenges
These are the proceedings of the 5th workshop on Machine Learning for th...
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05/18/2022
GeoPointGAN: Synthetic Spatial Data with Local Label Differential Privacy
Synthetic data generation is a fundamental task for many data management...
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11/19/2021
Positional Encoder Graph Neural Networks for Geographic Data
Graph neural networks (GNNs) provide a powerful and scalable solution fo...
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11/03/2021
Deployment Optimization for Shared e-Mobility Systems with Multi-agent Deep Neural Search
Shared e-mobility services have been widely tested and piloted in cities...
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09/30/2021
SPATE-GAN: Improved Generative Modeling of Dynamic Spatio-Temporal Patterns with an Autoregressive Embedding Loss
From ecology to atmospheric sciences, many academic disciplines deal wit...
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01/12/2021
Proceedings of the NeurIPS 2020 Workshop on Machine Learning for the Developing World: Improving Resilience
These are the proceedings of the 4th workshop on Machine Learning for th...
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09/17/2020
Population Mapping in Informal Settlements with High-Resolution Satellite Imagery and Equitable Ground-Truth
We propose a generalizable framework for the population estimation of de...
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06/18/2020
SXL: Spatially explicit learning of geographic processes with auxiliary tasks
From earth system sciences to climate modeling and ecology, many of the ...
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05/23/2019
Augmenting correlation structures in spatial data using deep generative models
State-of-the-art deep learning methods have shown a remarkable capacity ...
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03/10/2019
Dynamic Demand Prediction for Expanding Electric Vehicle Sharing Systems: A Graph Sequence Learning Approach
Electric Vehicle (EV) sharing systems have recently experienced unpreced...
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11/09/2018
Modeling Rape Reporting Delays Using Spatial, Temporal and Social Features
We present a novel approach to estimate the delay observed between the o...
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04/16/2018