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Manuel Gomez Rodriguez
Latest News
I am looking for interns, phd
students and
postdocs
interested to work on strategic machine learning
and human-centered machine learning! Drop me an e-mail for informal inquiries!
I have created a long lecture on Human-Centric Machine
Learning: Feedback loops, Human-AI collaboration and strategic behavior". It summarizes some of my recent work
and exposes tons of opportunities for future work! (27.1.20)
Our paper "Fair Decisions Despite Imperfect
Predictions" (with N. Kilbertus, B. Schoelkopf, K. Muandet and I.
Valera) has been accepted at AISTATS
2020! (7.1.20)
Our paper "Regression
Under Human Assistance" (with A. De, P. Koley and N. Ganguly) has been accepted at AAAI 2020! (11.11.19)
Our paper "Can a User Guess What Her Followers Want?"
(with A. De, A. Singla and U. Upadhyay) has been accepted at WSDM 2020! (10.10.19)
Our paper "Teaching Multiple Concepts to Forgetful Learners"
(with A. Hunziker, Y. Chen, O. M. Aodha, A. Krause, P. Perona, Y. Yue and A. Singla) has been
accepted at NeurIPS 2019! (03.09.19)
Preprints on Optimal
Decision Making Under Strategic Behavior (with M. Khajehnejad, B.
Tabibian, B. Schoelkopf and A. Singla), Consequential
Ranking Algorithms and Long-term Welfare (with B. Tabibian, V. Gomez, A.
De and B. Schoelkopf), Non-submodular Function Maximization subject to a Matroid Constraint, with Applications (with K. Gatmiry) and Tracking progress towards malaria elimination in China: estimates of reproduction numbers and their spatiotemporal variation
(with I. Routledge, S. Lai, K. E. Battle, A. C. Ghani, K. B. Gustafson, S. Mishra, J. L. Proctor, A. J. Tatem, Z. Li
and S. Bhatt)! (23.05.19)
Preprint on Improving Consequential Decision Making under Imperfect Predictions (with
K. Kilbertus, B. Schoelkopf, K. Muandet and I. Valera)! (11.02.19)
Our paper "Enhancing human learning via spaced repetition optimization"
(with B. Tabibian, U. Upadhyay, A. De, A. Zarezade and B. Schoelkopf) has been published at PNAS! You
can find the code and data we used in the paper here! (22.01.19)
We have created these lecture notes (in progress) on
marked temporal point processes as part of a course on Human-Centered Machine Learning!
(11.01.19)
Preprint on "On the Network Visibility Problem"
(with K. Gatmiry)! (20.11.18)
Our paper "Stochastic Optimal Control of Epidemic Processes in Networks" (with L.
Lorch, A. De, S. Bhatt, W. Trouleau and U. Upadhyay) has been accepted at the ML4H
NeurIPS 2018 Workshop! (15.11.18)
Our paper "Designing Deep Generative Models for Molecular Graphs" (with B. Samanta, A. De, G. Jana, P. K. Chattaraj and N. Ganguly)
has been accepted at AAAI 2019! (31.10.18)
Our paper "On the
Complexity of Opinions and Online Discussions" (with U.
Upadhyay, A. De and A. Pappu) has been accepted at WSDM 2019!
(22.10.18)
Our paper "Fairness Constraints: A Flexible Approach for Fair Classification"
(with B. Zafar, I. Valera and K. Gummadi) has been accepted at the Journal of Machine Learning Research (JMLR)!
(06.09.18)
- Our papers "Enhancing the
Accuracy and Fairness of Human Decision Making" (with I. Valera and A. Singla) and
"Deep Reinforcement Learning of Marked Temporal Point
Processes"
(with U. Upadhyay and A. De) have been accepted at NeurIPS 2018! (05.09.18)
Older news
Contact
mail: manuelgr[at]mpi-sws.org
voice: +49 (631) 9303-8301
office (mpi): MPI-SWS, Paul-Ehrlich-Strasse, Building G26, D-67663 Kaiserslautern,
Germany
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