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Alex Hernandez-Garcia · SciRah

Researcher profile · Semantic Scholar

Alex Hernandez-Garcia

University of Osnabrück

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Alex Hernandez-Garcia — researcher profile on SciRah

h-index: 18
Works: 52
Citations: 1,647

Most-cited papers

Biological Sequence Design with GFlowNets
Moksh Jain, Emmanuel Bengio, Alex Hernandez-Garcia, Jarrid Rector-Brooks +9 more
2022International Conference on Machine Learning255 citations Open access
Semantic Scholar
Data augmentation instead of explicit regularization
Alex Hernandez-Garcia, P. König
2018arXiv.org168 citations
Semantic Scholar
A theory of continuous generative flow networks
S. Lahlou, T. Deleu, Pablo Lemos, Dinghuai Zhang +5 more
2023International Conference on Machine Learning133 citations Open access
Semantic Scholar
Multi-Objective GFlowNets
Moksh Jain, S. Raparthy, Alex Hernandez-Garcia, Jarrid Rector-Brooks +3 more
2022International Conference on Machine Learning129 citations Open access
Semantic Scholar
Further Advantages of Data Augmentation on Convolutional Neural Networks
Alex Hernandez-Garcia, P. König
2018International Conference on Artificial Neural Networks127 citations Open access
Semantic Scholar
FAENet: Frame Averaging Equivariant GNN for Materials Modeling
Alexandre Duval, Victor Schmidt, Alex Hernandez-Garcia, Santiago Miret +3 more
2023International Conference on Machine Learning105 citations Open access
Semantic Scholar
Counting Carbon: A Survey of Factors Influencing the Emissions of Machine Learning
A. Luccioni, Alex Hernandez-Garcia
2023arXiv.org96 citations Open access
Semantic Scholar
GFlowNets for AI-Driven Scientific Discovery
Moksh Jain, T. Deleu, Jason S. Hartford, Cheng-Hao Liu +2 more
2023Digital Discovery89 citations Open access
Semantic Scholar
Hard-Constrained Deep Learning for Climate Downscaling
P. Harder, Alex Hernandez-Garcia, Venkatesh Ramesh, Qi-Dong Yang +4 more
2022Journal of machine learning research69 citations
Semantic Scholar
Crystal-GFN: sampling crystals with desirable properties and constraints
Alex Hernandez-Garcia, Alexandre Duval, A. Volokhova, Y. Bengio +4 more
2023arXiv.org41 citations Open access
Semantic Scholar
Fourier Neural Operators for Arbitrary Resolution Climate Data Downscaling
Qi-Dong Yang, Alex Hernandez-Garcia, P. Harder, Venkatesh Ramesh +4 more
2023Journal of machine learning research41 citations Open access
Semantic Scholar
Benchmark of Data Processing Methods and Machine Learning Models for Gut Microbiome-Based Diagnosis of Inflammatory Bowel Disease
Ryszard Kubinski, Jean-Yves Djamen-Kepaou, Timur Zhanabaev, Alex Hernandez-Garcia +7 more
2021bioRxiv35 citations Open access
Semantic Scholar
ClimateGAN: Raising Climate Change Awareness by Generating Images of Floods
Victor Schmidt, A. Luccioni, Mélisande Teng, Tian-Yu Zhang +7 more
2021International Conference on Learning Representations34 citations
Semantic Scholar
Do deep nets really need weight decay and dropout?
Alex Hernandez-Garcia, P. König
2018arXiv.org30 citations
Semantic Scholar
LeMat-GenBench: A Unified Evaluation Framework for Crystal Generative Models
Siddharth Betala, Samuel P. Gleason, Ali Ramlaoui, Andy Xu +11 more
2025arXiv.org28 citations
Semantic Scholar
Generating physically-consistent high-resolution climate data with hard-constrained neural networks
P. Harder, Qi-Dong Yang, Venkatesh Ramesh, Prasanna Sattigeri +4 more
2022arXiv.org27 citations Open access
Semantic Scholar
Multi-Fidelity Active Learning with GFlowNets
Alex Hernandez-Garcia, Nikita Saxena, Moksh Jain, Cheng-Hao Liu +1 more
2023Trans. Mach. Learn. Res.22 citations Open access
Semantic Scholar
Towards equilibrium molecular conformation generation with GFlowNets
A. Volokhova, Michal Koziarski, Alex Hernandez-Garcia, Cheng-Hao Liu +6 more
2023Digital Discovery20 citations
Semantic Scholar
Benchmarking the geographic generalization of deep learning models for precipitation downscaling
P. Harder, Luca Schmidt, Francis Pelletier, Nicole Ludwig +4 more
2026Scientific Reports16 citations Open access
Semantic Scholar
Improved Off-policy Reinforcement Learning in Biological Sequence Design
Hyeonah Kim, Minsu Kim, Taeyoung Yun, Sanghyeok Choi +3 more
2024International Conference on Machine Learning16 citations
Semantic Scholar
Deep Learning Classification of Li-Ion Battery Materials Targeting Accurate Composition Classification from Laser-Induced Breakdown Spectroscopy High-Speed Analyses
Marie-Chloé Michaud Paradis, F. Doucet, S. Rousselot, Alex Hernandez-Garcia +5 more
2022Batteries16 citations Open access
Semantic Scholar
Computational Methods for Continuous Eye-Tracking Perimetry Based on Spatio-Temporal Integration and a Deep Recurrent Neural Network
A. Grillini, Alex Hernandez-Garcia, R. Renken, G. Demaria +1 more
2020Frontiers in Neuroscience16 citations Open access
Semantic Scholar
OBELiX: A Curated Dataset of Crystal Structures and Experimentally Measured Ionic Conductivities for Lithium Solid-State Electrolytes
Félix Therrien, J. A. Haibeh, Divya Sharma, Rhiannon Hendley +9 more
2025Digital Discovery15 citations
Semantic Scholar
Multi-variable Hard Physical Constraints for Climate Model Downscaling
Jose González-Abad, Alex Hernandez-Garcia, P. Harder, D. Rolnick +1 more
2023AAAI Fall Symposia14 citations Open access
Semantic Scholar
Learning robust visual representations using data augmentation invariance
Alex Hernandez-Garcia, P. König, Tim C Kietzmann
20192019 Conference on Cognitive Computational Neuroscience10 citations Open access
Semantic Scholar
Succeeding metadata based annotation scheme and visual tips for the automatic assessment of video aesthetic quality in car commercials
F. Fernández-Martínez, Alex Hernandez-Garcia, F. Díaz-de-María
2015Expert systems with applications10 citations Open access
Semantic Scholar
Combining audio-visual features for viewers' perception classification of Youtube car commercials
F. Fernández-Martínez, Alex Hernandez-Garcia, A. Gallardo-Antolín, F. Díaz-de-María
2014SLAM@INTERSPEECH10 citations
Semantic Scholar
PhAST: Physics-Aware, Scalable, and Task-specific GNNs for Accelerated Catalyst Design
Alexandre Duval, Victor Schmidt, Santiago Miret, Y. Bengio +2 more
2022Journal of machine learning research9 citations Open access
Semantic Scholar
Diversifying Design of Nucleic Acid Aptamers Using Unsupervised Machine Learning
Siba Moussa, Michael Kilgour, Clara Jans, Alex Hernandez-Garcia +3 more
2022Journal of Physical Chemistry B9 citations Open access
Semantic Scholar
Emotion and attention: predicting electrodermal activity through video visual descriptors
Alex Hernandez-Garcia, F. Fernández-Martínez, F. Díaz-de-María
2017International Conference on Wirtschaftsinformatik9 citations
Semantic Scholar
Data augmentation and image understanding
Alex Hernandez-Garcia
2020arXiv.org8 citations
Semantic Scholar
Deep neural networks trained with heavier data augmentation learn features closer to representations in hIT
Alex Hernandez-Garcia, J. Mehrer, N. Kriegeskorte, P. König +1 more
20188 citations
Semantic Scholar
Global visual salience of competing stimuli
Alex Hernandez-Garcia, Ricardo Ramos Gameiro, A. Grillini, P. König
2019Journal of Vision6 citations Open access
Semantic Scholar
Catalyst GFlowNet for electrocatalyst design: A hydrogen evolution reaction case study
Lena Podina, Christina Humer, Alexandre Duval, Victor Schmidt +6 more
2025arXiv.org5 citations
Semantic Scholar
Comparing visual descriptors and automatic rating strategies for video aesthetics prediction
Alex Hernandez-Garcia, F. Fernández-Martínez, F. Díaz-de-María
2016Signal processing. Image communication5 citations Open access
Semantic Scholar
Synthesizable Molecular Generation via Soft-constrained GFlowNets with Rich Chemical Priors
Hyeonah Kim, Minsu Kim, Céline Roget, Dionessa Biton +4 more
2026arXiv.org4 citations
Semantic Scholar
A Machine Learning Pipeline to Predict Vegetation Health
Thomas Lees, Gabriel Tseng, Alex Hernandez-Garcia, C. Atzberger +2 more
20204 citations
Semantic Scholar
Emotion and attention: Audiovisual models for group-level skin response recognition in short movies
Á. García-Faura, Alex Hernandez-Garcia, F. Fernández-Martínez, F. Díaz-de-María +1 more
2019International Conference on Wirtschaftsinformatik4 citations
Semantic Scholar
Perceived emotion from images through deep neural networks
Alex Hernandez-Garcia
2017Affective Computing and Intelligent Interaction4 citations
Semantic Scholar
Irresponsible AI: big tech's influence on AI research and associated impacts
Alex Hernandez-Garcia, A. Volokhova, Ezekiel Williams, Dounia Shaaban Kabakibo +1 more
2025arXiv.org3 citations
Semantic Scholar
Learning Decision Trees as Amortized Structure Inference
Mohammed Mahfoud, Ghait Boukachab, Michal Koziarski, Alex Hernandez-Garcia +3 more
2025arXiv.org3 citations
Semantic Scholar
The implicated scientist: on the role of AI researchers in the development of weapons systems
A. Volokhova, Alex Hernandez-Garcia
2026arXiv.org1 citations
Semantic Scholar
Adsorption Energies Are Necessary but Not Sufficient to Identify Good Catalysts
Shahana Chatterjee, A. Davis, Lena Podina, Divya Sharma +6 more
2025ACS Catalysis1 citations Open access
Semantic Scholar
Torsional-GFN: a conditional conformation generator for small molecules
A. Volokhova, L'ena N'ehale Ezzine, Piotr Gai'nski, Luca Scimeca +4 more
2025arXiv.org1 citations
Semantic Scholar
On the importance of catalyst-adsorbate 3D interactions for relaxed energy predictions
Alvaro Carbonero, Alexandre Duval, Victor Schmidt, Santiago Miret +3 more
2023arXiv.org1 citations Open access
Semantic Scholar
Learning Representational Invariance Instead of Categorization
Alex Hernandez-Garcia, P. König
20192019 IEEE/CVF International Conference on Computer Vision Workshop (ICCVW)1 citations
Semantic Scholar
GFlowState: Visualizing the Training of Generative Flow Networks Beyond the Reward
Florian Holeczek, Andreas P. Hinterreiter, Alex Hernandez-Garcia, Marc Streit +1 more
2026arXiv.org0 citations
Semantic Scholar
A Comparative Study of Molecular Dynamics Approaches for Simulating Ionic Conductivity in Solid Lithium Electrolytes
Dounia Shaaban Kabakibo, Félix Therrien, Yoshua Bengio, M. Côté +3 more
20260 citations
Semantic Scholar
Rethinking supervised learning: insights from biological learning and from calling it by its name
Alex Hernandez-Garcia
2020arXiv.org0 citations
Semantic Scholar
Saliency and the population receptive field model to identify images from brain activity
Alex Hernandez-Garcia, W. Zuiderbaan, Akhil Edadan, S. Dumoulin +1 more
2019Journal of Vision0 citations Open access
Semantic Scholar

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