EXPERIENCE
EDUCATION
Phd Candidate
Technion - Israel Institute of Technology
2018-Present
Reinforcement Learning
Masters of Science
Israel Institute of Technology
2015-2017
Electrical Engineering
Summa Cum Laude
Bachelor of Science, Technion
Israel Institute of Technology
2011-2015
Electrical Engineering
Summa Cum Laude
WORK EXPERIENCE
Research Scientist Intern (second internship)
Nvidia Research
2022 (ongoing)
Research Scientist Intern
Nvidia Research
2021
Paper: “Imitation and Reinforcement Learning using Expert Data with Unobserved Confounders”
Reinforcement Learning Research Scientist
Elbit Systems
2018-2020
Developing state of the art methods and algorithms for real-world reinforcement learning tasks.
Teaching Assistant
Technion - Israel Institute of Technology
2016-2018
Random Signals
Introduction to Linear Circuits
Machine Learning Research Scientist Intern
Amazon
2017
Part of Conversational Bots Team for development of Alexa device.
Implementing state of the art deep architectures for natural language understanding.
Electrical Engineer
Microsoft
2013 - 2015
Part of Advanced Imaging Technologies Group for development of 3d cameras.
Planned and executed algorithms for solving system problems and applying enhancements in both the physical and algorithmic fields (i.e. calibration of cameras using circular targets)
Planned and executed TCAD simulations of CCD pixel (device and process).
Tour Guide Leader
Trip Away
2010 - 2011
Led organized groups of tourists in northern Italy.
Responsible for local and historical material, as well as trip logistics.
Founder
Romac Studios
2003 - 2006
Founder and head of company ``Romac Studios'' for PC indie game development.
Started as a project and grew to be a 17 employee company ranging in the fields of programming, 2d/3d graphics, animation, and music/sound acting.
Published three games including "Action Bird", "Super Slam Ball" and "Banana Run".
PUBLICATIONS
On Covariate Shift of Latent Confounders in Imitation and Reinforcement Learning
Guy Tennenholtz, Assaf Hallak, Gal Dalal, Shie Mannor, Gal Chechik, Uri Shalit
ICLR 2022
https://arxiv.org/pdf/2110.06539.pdf
Locality Matters: A Scalable Value Decomposition Approach for Cooperative Multi-Agent Reinforcement Learning
Roy Zohar, Shie Mannor, Guy Tennenholtz
AAAI 2022
https://arxiv.org/pdf/2109.10632.pdf
Latent Geodesics of Model Dynamics for Offline Reinforcement Learning
Guy Tennenholtz, Shie Mannor
Neurips 2021
https://arxiv.org/pdf/2102.11327.pdf
Bandits with Partially Observable Confounded Data
Guy Tennenholtz, Uri Shalit, Shie Mannor, Yonathan Efroni
UAI 2021
https://arxiv.org/pdf/2006.06731.pdf
Action Redundancy in Reinforcement Learning
Nir Baram, Guy Tennenholtz, Shie Mannor
UAI 2021
https://arxiv.org/pdf/2102.11329.pdf
Off-Policy Evaluation in Partially Observable Environments
Guy Tennenholtz, Uri Shalit, Shie Mannor
AAAI 2020
https://arxiv.org/pdf/1909.03739.pdf
Distributional Policy Optimization: An Alternative Approach for Continuous Control
Chen Tessler*, Guy Tennenholtz*, Shie Mannor
NeurIPS 2019
https://arxiv.org/pdf/1905.09855.pdf
The Natural Language of Actions
Guy Tennenholtz, Shie Mannor
ICML 2019
https://arxiv.org/pdf/1902.01119.pdf
Natural Contract Enhancement for Dichromats using Similarity Maps
Guy Tennenholtz, Ido Zachevsky
ICSEE 2016
https://ieeexplore.ieee.org/document/7806183
Development of a ToF Pixel with VOD Shutter Mechanism, Hih IR QE, Four Storages, and CDS
Erez Tadmor, David Cohen, Giora Yahav, Guy Tennenholtz, Gadi Lehana, Assaf Lahav, Adi Birman, Amos Fenigstein, Alexander Fish
IEEE Transactions on Electron Devices 2016
https://ieeexplore.ieee.org/document/7469334
HONORS & AWARDS
Scholarship for outstanding doctoral and postdoctoral students in the field of data science
Ten scholarships are awarded each year to outstanding doctoral students and postdoctoral re-searchers of exceptional promise in the field of data science at universities throughout the stateof Israel. Granted by The Planning and Budgeting Committee (PBC) – responsible for funding theIsraeli system of higher education.
2020-2023
Excellence scholarship (Phd.)
Excellence Phd. scholarship granted by the Faculty of Electrical Engineering, Technion
2020
Excellence scholarship (Bsc.)
Excellence scholarship for students finishing their Bsc.
2016
Thomas Schwartz Award
For excellent project on the subject of "Color Enhancement Algorithm for Dichromats using Similarity Maps"
2016