Tommi Jaakkola

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Regina BarzilayProfessor of EECS, MITVerificeret mail på csail.mit.edu
Wengong JinNortheastern UniversityVerificeret mail på csail.mit.edu
Michael I. JordanProfessor of Electrical Engineering and Computer Sciences and Professor of Statistics, UC BerkeleyVerificeret mail på cs.berkeley.edu
Klavs F.JensenChemical Engineering, MITVerificeret mail på mit.edu
Nathan SrebroProfessor, TTIC and University of ChicagoVerificeret mail på ttic.edu
David Alvarez-MelisHarvard University & Microsoft ResearchVerificeret mail på seas.harvard.edu
Lawrence K. SaulSenior Research Scientist, Flatiron InstituteVerificeret mail på flatironinstitute.org
Connor W. ColeyMassachusetts Institute of TechnologyVerificeret mail på mit.edu
Alan S. WillskyProfessor of EECS, MITVerificeret mail på mit.edu
Amir GlobersonTel Aviv UniversityVerificeret mail på post.tau.ac.il
William H. GreenHoyt C. Hottel Professor of Chemical Engineering, MITVerificeret mail på mit.edu
Zoubin GhahramaniProfessor, University of Cambridge, and Distinguished Researcher, GoogleVerificeret mail på eng.cam.ac.uk
Martin WainwrightProfessor, EECS/Mathematics, Massachusetts Institute of TechnologyVerificeret mail på mit.edu
Gabriele CorsoPhD Student, MITVerificeret mail på mit.edu
Bowen JingMassachusetts Institute of TechnologyVerificeret mail på mit.edu
Tao LeiGoogleVerificeret mail på google.com
David SontagProfessor, Massachusetts Institute of TechnologyVerificeret mail på csail.mit.edu
Kyle SwansonStanford UniversityVerificeret mail på stanford.edu
Ziv Bar-JosephProfessor of Computational Biology and Machine Learning, School of Computer Science, Carnegie Mellon UniversityVerificeret mail på andrew.cmu.edu
Richard YoungProfessor of Biology, MITVerificeret mail på wi.mit.edu

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Tommi Jaakkola

Andre navneTommi S. Jaakkola

MIT

Verificeret mail på csail.mit.edu - Startside

machine learning natural language processing biomolecular design


Titel Sortér efter henvisninger Sortér efter årstal Sortér efter titel	Citeret af Citeret af	År
An introduction to variational methods for graphical models MI Jordan, Z Ghahramani, TS Jaakkola, LK Saul Machine learning 37, 183-233, 1999	4888	1999
A deep learning approach to antibiotic discovery JM Stokes, K Yang, K Swanson, W Jin, A Cubillos-Ruiz, NM Donghia, ... Cell 180 (4), 688-702. e13, 2020	2165	2020
Exploiting generative models in discriminative classifiers T Jaakkola, D Haussler Advances in neural information processing systems 11, 1998	2099	1998
Junction tree variational autoencoder for molecular graph generation W Jin, R Barzilay, T Jaakkola International conference on machine learning, 2323-2332, 2018	1752	2018
Analyzing learned molecular representations for property prediction K Yang, K Swanson, W Jin, C Coley, P Eiden, H Gao, A Guzman-Perez, ... Journal of chemical information and modeling 59 (8), 3370-3388, 2019	1609	2019
Maximum-margin matrix factorization N Srebro, J Rennie, T Jaakkola Advances in neural information processing systems 17, 2004	1434	2004
Convergence of stochastic iterative dynamic programming algorithms T Jaakkola, M Jordan, S Singh Advances in neural information processing systems 6, 1993	1397	1993
Towards robust interpretability with self-explaining neural networks D Alvarez Melis, T Jaakkola Advances in neural information processing systems 31, 2018	1180	2018
Convergence results for single-step on-policy reinforcement-learning algorithms S Singh, T Jaakkola, ML Littman, C Szepesvári Machine learning 38, 287-308, 2000	1057	2000
Weighted low-rank approximations N Srebro, T Jaakkola Proceedings of the 20th international conference on machine learning (ICML …, 2003	1053	2003
Rationalizing neural predictions T Lei, R Barzilay, T Jaakkola arXiv preprint arXiv:1606.04155, 2016	1002	2016
Variational message passing. J Winn, CM Bishop, T Jaakkola Journal of Machine Learning Research 6 (4), 2005	966	2005
De novo design of protein structure and function with RFdiffusion JL Watson, D Juergens, NR Bennett, BL Trippe, J Yim, HE Eisenach, ... Nature 620 (7976), 1089-1100, 2023	947	2023
Style transfer from non-parallel text by cross-alignment T Shen, T Lei, R Barzilay, T Jaakkola Advances in neural information processing systems 30, 2017	926	2017
Approximate inference in additive factorial hmms with application to energy disaggregation JZ Kolter, T Jaakkola Artificial intelligence and statistics, 1472-1482, 2012	883	2012
Serial regulation of transcriptional regulators in the yeast cell cycle I Simon, J Barnett, N Hannett, CT Harbison, NJ Rinaldi, TL Volkert, ... Cell 106 (6), 697-708, 2001	851	2001
Partially labeled classification with Markov random walks M Szummer, T Jaakkola Advances in neural information processing systems 14, 2001	848	2001
MAP estimation via agreement on trees: message-passing and linear programming MJ Wainwright, TS Jaakkola, AS Willsky IEEE transactions on information theory 51 (11), 3697-3717, 2005	819	2005
Bayesian parameter estimation via variational methods TS Jaakkola, MI Jordan Statistics and Computing 10, 25-37, 2000	819	2000
Computational discovery of gene modules and regulatory networks Z Bar-Joseph, GK Gerber, TI Lee, NJ Rinaldi, JY Yoo, F Robert, ... Nature biotechnology 21 (11), 1337-1342, 2003	809	2003

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