Research output per year
Research output per year
MR.
I am a post-doc in the NLP group under the ELIAI program. My research combines symbolic reasoning and machine learning, or “Neurosymbolic Learning”. I’ve done work on differentiable fuzzy logics and optimization with discrete latent variables. I developed the Storchastic PyTorch library, which implements many gradient estimation methods. I recently developed A-NeSI, a highly scalable Neurosymbolic method that uses neural networks for symbolic inference. At Edinburgh, I continue to work on neural networks with discrete latent variables. Furthermore, I am a program chair of the NeSy 2025 conference.
Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Research output: Contribution to journal › Article › peer-review
Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Research output: Contribution to journal › Article › peer-review
Gema, A. P. (Creator), Leang, J. O. J. (Creator), Hong, G. (Creator), Devoto, A. (Creator), Mancino, A. C. M. (Creator), Saxena, R. (Creator), He, X. (Creator), Zhao, Y. (Creator), Du, X. (Creator), Madani, M. R. G. (Creator), Barale, C. (Creator), McHardy, R. (Creator), Harris, J. (Creator), Kaddour, J. (Creator), van Krieken, E. (Creator) & Minervini, P. (Creator), Zenodo, 7 Nov 2024
DOI: 10.57967/hf/3469, https://github.com/aryopg/mmlu-redux
Dataset
Gema, A. P. (Creator), Leang, J. O. J. (Creator), Hong, G. (Creator), Devoto, A. (Creator), Mancino, A. C. M. (Creator), Saxena, R. (Creator), He, X. (Creator), Zhao, Y. (Creator), Du, X. (Creator), Madani, M. R. G. (Creator), Barale, C. (Creator), McHardy, R. (Creator), Harris, J. (Creator), Kaddour, J. (Creator), van Krieken, E. (Creator) & Minervini, P. (Creator), Zenodo, 12 Jun 2024
DOI: 10.57967/hf/2507, https://github.com/aryopg/mmlu-redux
Dataset