Carla P. Gomes

Most-cited papers

Tackling Climate Change with Machine Learning
D. Rolnick, P. Donti, L. Kaack, K. Kochanski +18 more
2019ACM Computing Surveys1,304 citations Open access
Semantic Scholar
A GNN-RNN Approach for Harnessing Geospatial and Temporal Information: Application to Crop Yield Prediction
Joshua Fan, Junwen Bai, Zhiyun Li, Ariel Ortiz-Bobea +1 more
2021AAAI Conference on Artificial Intelligence146 citations Open access
Semantic Scholar
Unsupervised Learning for Solving the Travelling Salesman Problem
Yimeng Min, Yi-Wei Bai, Carla P. Gomes
2023Neural Information Processing Systems93 citations Open access
Semantic Scholar
Contrastively Disentangled Sequential Variational Autoencoder
Junwen Bai, Wei-Ran Wang, Carla P. Gomes
2021Neural Information Processing Systems60 citations
Semantic Scholar
Gaussian Mixture Variational Autoencoder with Contrastive Learning for Multi-Label Classification
Junwen Bai, Shufeng Kong, Carla P. Gomes
2021International Conference on Machine Learning58 citations
Semantic Scholar
Is High Variance Unavoidable in RL? A Case Study in Continuous Control
Johan Bjorck, Carla P. Gomes, Kilian Q. Weinberger
2021International Conference on Learning Representations46 citations
Semantic Scholar
Deep Hurdle Networks for Zero-Inflated Multi-Target Regression: Application to Multiple Species Abundance Estimation
Shufeng Kong, Junwen Bai, Jae Hee Lee, Di Chen +5 more
2020International Joint Conference on Artificial Intelligence44 citations Open access
Semantic Scholar
Understanding Decoupled and Early Weight Decay
Johan Bjorck, Kilian Q. Weinberger, Carla P. Gomes
2020AAAI Conference on Artificial Intelligence42 citations Open access
Semantic Scholar
Towards Deeper Deep Reinforcement Learning
Johan Bjorck, Carla P. Gomes, Kilian Q. Weinberger
2021Neural Information Processing Systems26 citations
Semantic Scholar
HOT-VAE: Learning High-Order Label Correlation for Multi-Label Classification via Attention-Based Variational Autoencoders
Wenting Zhao, Shufeng Kong, Junwen Bai, Daniel Fink +1 more
2021AAAI Conference on Artificial Intelligence26 citations Open access
Semantic Scholar
Evaluating Multi-label Classifiers with Noisy Labels
Wenting Zhao, Carla P. Gomes
2021arXiv.org17 citations
Semantic Scholar
Accelerating Ecological Sciences from Above: Spatial Contrastive Learning for Remote Sensing
Johan Bjorck, B. Rappazzo, Qinru Shi, Carrie Brown‐Lima +3 more
2021AAAI Conference on Artificial Intelligence17 citations Open access
Semantic Scholar
Scalable First-Order Bayesian Optimization via Structured Automatic Differentiation
S. Ament, Carla P. Gomes
2022International Conference on Machine Learning14 citations Open access
Semantic Scholar
Sparse Bayesian Learning via Stepwise Regression
S. Ament, Carla P. Gomes
2021International Conference on Machine Learning12 citations
Semantic Scholar
Efficient Projection Algorithms onto the Weighted l1 Ball
G. Perez, S. Ament, Carla P. Gomes, M. Barlaud
2020arXiv.org10 citations
Semantic Scholar
Xtal2DoS: Attention-based Crystal to Sequence Learning for Density of States Prediction
Junwen Bai, Yuanqi Du, Yingheng Wang, Shufeng Kong +2 more
2023arXiv.org9 citations Open access
Semantic Scholar
Efficient projection algorithms onto the weighted ℓ1 ball
G. Perez, S. Ament, Carla P. Gomes, M. Barlaud
2022Artificial Intelligence9 citations Open access
Semantic Scholar
CLR-DRNets: Curriculum Learning with Restarts to Solve Visual Combinatorial Games
Yi-Wei Bai, Di Chen, Carla P. Gomes
2021International Conference on Principles and Practice of Constraint Programming8 citations
Semantic Scholar
On the Optimality of Backward Regression: Sparse Recovery and Subset Selection
S. Ament, Carla P. Gomes
2021IEEE International Conference on Acoustics, Speech, and Signal Processing7 citations Open access
Semantic Scholar
Low-Precision Reinforcement Learning
Johan Bjorck, Xiangyu Chen, Christopher De Sa, Carla P. Gomes +1 more
2021International Conference on Machine Learning5 citations
Semantic Scholar
Characterizing the Loss Landscape in Non-Negative Matrix Factorization
Johan Bjorck, Anmol Kabra, Kilian Q. Weinberger, Carla P. Gomes
2021AAAI Conference on Artificial Intelligence4 citations Open access
Semantic Scholar
Monitoring Vegetation From Space at Extremely Fine Resolutions via Coarsely-Supervised Smooth U-Net
Joshua Fan, Di Chen, J. Wen, Ying Sun +1 more
2022International Joint Conference on Artificial Intelligence3 citations Open access
Semantic Scholar
Constrained Machine Learning: The Bagel Framework
G. Perez, S. Ament, Carla P. Gomes, Arnaud Lallouet
2021arXiv.org1 citations
Semantic Scholar
Learning Augmented Methods for Matching: Improving Invasive Species Management and Urban Mobility
Johan Bjorck, Qinru Shi, Carrie Brown‐Lima, Jennifer Dean +2 more
2021AAAI Conference on Artificial Intelligence0 citations Open access
Semantic Scholar
Star-Convexity in Non-Negative Matrix Factorization
Johan Bjorck, Carla P. Gomes, Kilian Q. Weinberger
20190 citations
Semantic Scholar