Mannor Shie

Research output

Research output per year 2011 2011 2012 2013 2014 2015 2017 2018 2019 2021 2022 2023 2024

• 128 Conference contribution
• 70 Conference article
• 50 Article
• 6 Paper
• 7 More
  • 3 Chapter
  • 1 Book
  • 1 Editorial
  • 1 Letter
  • 1 Review article

Research output per year

Research output per year

Search results

• 2024

  Bring Your Own (Non-Robust) Algorithm to Solve Robust MDPs by Estimating The Worst Kernel

  Gadot, U., Wang, K., Kumar, N., Levy, K. Y. & Mannor, S., 2024, In: Proceedings of Machine Learning Research. 235, p. 14408-14432 25 p.

  Research output: Contribution to journal › Conference article › peer-review

• Efficient Value Iteration for s-rectangular Robust Markov Decision Processes

  Kumar, N., Wang, K., Levy, K. & Mannor, S., 2024, In: Proceedings of Machine Learning Research. 235, p. 25682-25725 44 p.

  Technion - Israel Institute of Technology

  Research output: Contribution to journal › Conference article › peer-review

• Exploration-Driven Policy Optimization in RLHF: Theoretical Insights on Efficient Data Utilization

  Du, Y., Winnicki, A., Dalal, G., Mannor, S. & Srikant, R., 2024, In: Proceedings of Machine Learning Research. 235, p. 11830-11887 58 p.

  Research output: Contribution to journal › Conference article › peer-review

• Improving Token-Based World Models with Parallel Observation Prediction

  Cohen, L., Wang, K., Kang, B. & Mannor, S., 2024, In: Proceedings of Machine Learning Research. 235, p. 9138-9160 23 p.

  Technion - Israel Institute of Technology

  Research output: Contribution to journal › Conference article › peer-review

• Prospective Side Information for Latent MDPs

  Kwon, J., Efroni, Y., Mannor, S. & Caramanis, C., 2024, In: Proceedings of Machine Learning Research. 235, p. 25755-25783 29 p.

  Technion - Israel Institute of Technology

  Research output: Contribution to journal › Conference article › peer-review

• Sobolev Space Regularised Pre Density Models

  Kozdoba, M., Perets, B. & Mannor, S., 2024, In: Proceedings of Machine Learning Research. 235, p. 25494-25533 40 p.

  Technion - Israel Institute of Technology

  Research output: Contribution to journal › Conference article › peer-review

• Solving Non-rectangular Reward-Robust MDPs via Frequency Regularization

  Gadot, U., Derman, E., Kumar, N., Elfatihi, M., Levy, K. & Mannor, S., 25 Mar 2024, In: Proceedings of the AAAI Conference on Artificial Intelligence. 38, 19, p. 2109021098 1 p.

  Technion - Israel Institute of Technology

  Research output: Contribution to journal › Conference article › peer-review

  • Markov processes 100%
  • Uncertainty 44%
  • Gradient methods 28%
  • Experiments 8%
• 2023

  DiffStack: A Differentiable and Modular Control Stack for Autonomous Vehicles

  Karkus, P., Ivanovic, B., Mannor, S. & Pavone, M., 2023, In: Proceedings of Machine Learning Research. 205, p. 2170-2180 11 p.

  Technion - Israel Institute of Technology

  Research output: Contribution to journal › Conference article › peer-review

  • Autonomous Vehicles 100%
  • Autonomous vehicles 58%
  • Planning 56%
  • Differentiable 46%
  • Reusability 27%

• Individualized Dosing Dynamics via Neural Eigen Decomposition

  Belogolovsky, S., Greenberg, I., Eytan, D. & Mannor, S., 2023, In: Advances in Neural Information Processing Systems. 36, p. 56211-56233 23 p.

  Technion - Israel Institute of Technology

  Research output: Contribution to journal › Conference article › peer-review

• Learning Hidden Markov Models When the Locations of Missing Observations are Unknown

  Perets, B., Kozdoba, M. & Mannor, S., 2023, In: Proceedings of Machine Learning Research. 202, p. 27642-27667 26 p.

  Technion - Israel Institute of Technology

  Research output: Contribution to journal › Conference article › peer-review

  • Missing Observations 100%
  • Markov Model 81%
  • Hidden Markov models 76%
  • Learning 68%
  • Unknown 49%

• Learning to Initiate and Reason in Event-Driven Cascading Processes

  Atzmon, Y., Meirom, E. A., Mannor, S. & Chechik, G., 2023, In: Proceedings of Machine Learning Research. 202, p. 1218-1243 26 p.

  Technion - Israel Institute of Technology, Bar-Ilan University

  Research output: Contribution to journal › Conference article › peer-review

  • Event-driven 100%
  • Cascade 64%
  • Learning 55%
  • Semantics 41%
  • Trigger 27%

• Never Worse, Mostly Better: Stable Policy Improvement in Deep Reinforcement Learning

  Khanna, P., Tennenholtz, G., Merlis, N., Mannor, S. & Tessler, C., 2023, In: Proceedings of the International Joint Conference on Autonomous Agents and Multiagent Systems, AAMAS. 2023-May, p. 2430-2432 3 p.

  Technion - Israel Institute of Technology

  Research output: Contribution to journal › Conference article › peer-review

• Policy Gradient for Rectangular Robust Markov Decision Processes

  Kumar, N., Geist, M., Levy, K., Derman, E. & Mannor, S., 2023, In: Advances in Neural Information Processing Systems. 36

  Technion - Israel Institute of Technology

  Research output: Contribution to journal › Conference article › peer-review

  • Gradient methods 100%
  • Convex optimization 88%
  • Markov processes 87%
  • Reinforcement learning 82%
  • Uncertainty 51%

• PPG Reloaded: An Empirical Study on What Matters in Phasic Policy Gradient

  Wang, K., Zhou, D., Feng, J. & Mannor, S., 2023, In: Proceedings of Machine Learning Research. 202, p. 36694-36713 20 p.

  Technion - Israel Institute of Technology

  Research output: Contribution to journal › Conference article › peer-review

  • Polyphenylene oxides 100%
  • Empirical Study 68%
  • Distillation 62%
  • Policy 58%
  • Gradient 46%

• Representation-Driven Reinforcement Learning

  Nabati, O., Tennenholtz, G. & Mannor, S., 2023, In: Proceedings of Machine Learning Research. 202, p. 25588-25603 16 p.

  Technion - Israel Institute of Technology

  Research output: Contribution to journal › Conference article › peer-review

  • Reinforcement Learning 100%
  • Exploitation 66%
  • Reinforcement learning 66%
  • Policy 65%
  • Framework 22%

• Reward-Mixing MDPs with Few Latent Contexts are Learnable

  Kwon, J., Efroni, Y., Caramanis, C. & Mannor, S., 2023, In: Proceedings of Machine Learning Research. 202, p. 18057-18082 26 p.

  Technion - Israel Institute of Technology

  Research output: Contribution to journal › Conference article › peer-review

  • Reward 100%
  • Markov processes 93%
  • Context 54%
  • Markov Decision Process 53%
  • Optimal Policy 33%

• Train Hard, Fight Easy: Robust Meta Reinforcement Learning

  Greenberg, I., Chechik, G., Mannor, S. & Meirom, E., 2023, In: Advances in Neural Information Processing Systems. 36

  Bar-Ilan University, Technion - Israel Institute of Technology

  Research output: Contribution to journal › Conference article › peer-review

  • Reinforcement learning 100%
  • Learning algorithms 20%
  • Navigation 19%
• 2022

  Actor-Critic based Improper Reinforcement Learning

  Zaki, M., Mohan, A., Gopalan, A. & Mannor, S., 2022, In: Proceedings of Machine Learning Research. 162, p. 25867-25919 53 p.

  Technion - Israel Institute of Technology

  Research output: Contribution to journal › Conference article › peer-review

  • Reinforcement Learning 100%
  • Actors 92%
  • Reinforcement learning 66%
  • Controller 63%
  • Policy 39%

• Analysis of Stochastic Processes through Replay Buffers

  Di Castro Shashua, S., Mannor, S. & Di Castro, D., 2022, In: Proceedings of Machine Learning Research. 162, p. 5039-5060 22 p.

  Technion - Israel Institute of Technology

  Research output: Contribution to journal › Conference article › peer-review

  • Buffer 100%
  • Random processes 91%
  • Reinforcement learning 86%
  • Stochastic Processes 72%
  • Correlators 51%

• Coordinated Attacks against Contextual Bandits: Fundamental Limits and Defense Mechanisms

  Kwon, J., Efroni, Y., Caramanis, C. & Mannor, S., 2022, In: Proceedings of Machine Learning Research. 162, p. 11772-11789 18 p.

  Technion - Israel Institute of Technology

  Research output: Contribution to journal › Conference article › peer-review

  • Collaborative filtering 100%
  • Random variables 90%
  • Attack 89%
  • Recommender systems 88%
  • Polynomials 68%

• Improper Reinforcement Learning with Gradient-based Policy Optimization

  Zaki, M., Mohan, A., Gopalan, A. & Mannor, S., 2022, In: International Conference on Machine Learning.

  Technion - Israel Institute of Technology

  Research output: Contribution to journal › Conference article › peer-review

  • Reinforcement learning 100%
  • Controllers 53%
  • Markov processes 26%
  • Pendulums 26%
  • Tuning 19%

• Optimizing Tensor Network Contraction Using Reinforcement Learning

  Merom, E., Maron, H., Mannor, S. & Chechick, G., 2022, In: Proceedings of Machine Learning Research. 162, p. 15278-15292 15 p.

  Research output: Contribution to journal › Conference article › peer-review

  • Reinforcement Learning 100%
  • Reinforcement learning 66%
  • Tensors 66%
  • Quantum Circuits 65%
  • Quantum Computing 61%

• The Geometry of Robust Value Functions

  Wang, K., Kumar, N., Zhou, K., Hooi, B., Feng, J. & Mannor, S., 2022, In: Proceedings of Machine Learning Research. 162, p. 22727-22751 25 p.

  Technion - Israel Institute of Technology

  Research output: Contribution to journal › Conference article › peer-review

  • Markov processes 100%
  • Value Function 90%
  • Uncertainty 59%
  • Geometry 57%
  • Reinforcement learning 47%
• 2021

  Action Redundancy in Reinforcement Learning

  Baram, N., Tennenholtz, G. & Mannor, S., 2021, In: Proceedings of Machine Learning Research. 161, p. 376-385 10 p.

  Technion - Israel Institute of Technology

  Research output: Contribution to journal › Conference article › peer-review

  • Reinforcement Learning 100%
  • Redundancy 74%
  • Reinforcement learning 66%
  • Entropy 55%
  • Maximise 17%

• Bandits with Partially Observable Confounded Data

  Tennenholtz, G., Shalit, U., Mannor, S. & Efroni, Y., 2021, In: Proceedings of Machine Learning Research. 161, p. 430-439 10 p.

  Technion - Israel Institute of Technology

  Research output: Contribution to journal › Conference article › peer-review

• Known Unknowns: Learning Novel Concepts Using Reasoning-by-Elimination

  Agrawal, H., Meirom, E. A., Atzmon, Y., Mannor, S. & Chechik, G., 2021, In: Proceedings of Machine Learning Research. 161, p. 504-514 11 p.

  Research output: Contribution to journal › Conference article › peer-review

  • Concept Learning 100%
  • Elimination 58%
  • Reasoning 56%
  • Unknown 38%
  • Concepts 31%
• 2020

  An adaptive stochastic optimization algorithm for resource allocation

  Fontaine, X., Mannor, S. & Perchet, V., 2020, In: Proceedings of Machine Learning Research. 117, p. 319-363 45 p.

  Technion - Israel Institute of Technology

  Research output: Contribution to journal › Conference article › peer-review

  • Resource Allocation 100%
  • Stochastic Algorithms 91%
  • Stochastic Optimization 90%
  • Optimization Algorithm 81%
  • Resource allocation 64%

• Online planning with lookahead policies

  Efroni, Y., Ghavamzadeh, M. & Mannor, S., 2020, In: Advances in Neural Information Processing Systems. 2020-December

  Technion - Israel Institute of Technology

  Research output: Contribution to journal › Conference article › peer-review

  • Dynamic programming 100%
  • Planning 65%
  • Costs 3%

• Tight Lower Bounds for Combinatorial Multi-Armed Bandits

  Merlis, N. & Mannor, S., 2020, In: Proceedings of Machine Learning Research. 125, p. 2830-2857 28 p.

  Technion - Israel Institute of Technology

  Research output: Contribution to journal › Conference article › peer-review

  • Multi-armed Bandit 100%
  • Reward 79%
  • Lower bound 46%
  • Regret 35%
  • Bandit Problems 19%
• 2019

  A Bayesian Approach to Robust Reinforcement Learning

  Derman, E., Mankowitz, D., Mann, T. & Mannor, S., 2019, In: Proceedings of Machine Learning Research. 115, p. 648-658 11 p.

  Technion - Israel Institute of Technology

  Research output: Contribution to journal › Conference article › peer-review

  • Reinforcement Learning 100%
  • Reinforcement learning 66%
  • Bayesian Approach 65%
  • Bellman Equation 48%
  • Uncertainty 43%

• Batch-Size Independent Regret Bounds for the Combinatorial Multi-Armed Bandit Problem

  Merlis, N. & Mannor, S., 2019, In: Proceedings of Machine Learning Research. 99, p. 2465-2489 25 p.

  Technion - Israel Institute of Technology

  Research output: Contribution to journal › Conference article › peer-review

  • Multi-armed Bandit 100%
  • Bandit Problems 99%
  • Regret 87%
  • Reward 79%
  • Batch 78%

• Distributional policy optimization: An alternative approach for continuous control

  Tessler, C., Tennenholtz, G. & Mannor, S., 2019, In: Advances in Neural Information Processing Systems. 32

  Technion - Israel Institute of Technology

  Research output: Contribution to journal › Conference article › peer-review

  • Gradient methods 100%
  • Probability distributions 78%
  • Distribution functions 42%

• Tight regret bounds for model-based reinforcement learning with greedy policies

  Efroni, Y., Merlis, N., Ghavamzadeh, M. & Mannor, S., 2019, In: Advances in Neural Information Processing Systems. 32

  Technion - Israel Institute of Technology

  Research output: Contribution to journal › Conference article › peer-review

  • Reinforcement learning 100%
  • Planning 63%
  • Markov processes 35%
  • Dynamic programming 16%
  • Learning algorithms 13%

• Value propagation for decentralized networked deep multi-agent reinforcement learning

  Qu, C., Mannor, S., Xu, H., Qi, Y., Song, L. & Xiong, J., 2019, In: Advances in Neural Information Processing Systems. 32

  Technion - Israel Institute of Technology

  Research output: Contribution to journal › Conference article › peer-review

  • Reinforcement learning 100%
  • Traffic control 54%
  • Smart power grids 48%
  • Telecommunication networks 43%
  • Learning algorithms 41%
• 2018

  A General Approach to Multi-Armed Bandits Under Risk Criteria

  Cassel, A., Mannor, S. & Zeevi, A., 2018, In: Proceedings of Machine Learning Research. 75, p. 1295-1306 12 p.

  Technion - Israel Institute of Technology

  Research output: Contribution to journal › Conference article › peer-review

  • Multi-armed Bandit 100%
  • Learning 32%
  • Performance Metrics 26%
  • Conditional Value at Risk 25%
  • Variance Ratio 25%

• Finite Sample Analysis of Two-Timescale Stochastic Approximation with Applications to Reinforcement Learning

  Dalal, G., Szörényi, B., Thoppe, G. & Mannor, S., 2018, In: Proceedings of Machine Learning Research. 75, p. 1199-1233 35 p.

  Technion - Israel Institute of Technology

  Research output: Contribution to journal › Conference article › peer-review

  • Reinforcement Learning 100%
  • Stochastic Approximation 77%
  • Reinforcement learning 66%
  • Time Scales 61%
  • Approximation algorithms 36%

• Learn what not to learn: Action elimination with deep reinforcement learning

  Zahavy, T., Haroush, M., Merlis, N., Mankowitz, D. J. & Mannor, S., 2018, In: Advances in Neural Information Processing Systems. 2018-December, p. 3562-3573 12 p.

  Technion - Israel Institute of Technology

  Research output: Contribution to journal › Conference article › peer-review

  • Reinforcement learning 100%
  • Network architecture 46%
  • Learning algorithms 41%

• Multiple-step greedy policies in online and approximate reinforcement learning

  Efroni, Y., Scherrer, B., Dalal, G. & Mannor, S., 2018, In: Advances in Neural Information Processing Systems. 2018-December, p. 5238-5247 10 p.

  Technion - Israel Institute of Technology

  Research output: Contribution to journal › Conference article › peer-review

  • Reinforcement learning 100%
  • Model predictive control 33%
  • Mathematical operators 30%
• 2017

  Rotting bandits

  Levine, N., Crammer, K. & Mannor, S., 2017, In: Advances in Neural Information Processing Systems. 2017-December, p. 3075-3084 10 p.

  Technion - Israel Institute of Technology

  Research output: Contribution to journal › Conference article › peer-review

  • Crowdsourcing 100%
  • Marketing 82%

• Shallow updates for deep reinforcement learning

  Levine, N., Zahavy, T., Mankowitz, D. J., Tamar, A. & Mannor, S., 2017, In: Advances in Neural Information Processing Systems. 2017-December, p. 3136-3146 11 p.

  Technion - Israel Institute of Technology

  Research output: Contribution to journal › Conference article › peer-review

  • Reinforcement learning 100%
  • Deep neural networks 24%
  • Learning algorithms 20%
  • Tuning 19%
• 2016

  Adaptive skills adaptive partitions (ASAP)

  Mankowitz, D. J., Mann, T. A. & Mannor, S., 2016, In: Advances in Neural Information Processing Systems. p. 1596-1604 9 p.

  Technion - Israel Institute of Technology

  Research output: Contribution to journal › Conference article › peer-review

  • Football 100%
• 2015

  Community detection via measure space embedding

  Kozdoba, M. & Mannor, S., 2015, In: Advances in Neural Information Processing Systems. 2015-January, p. 2890-2898 9 p.

  Technion - Israel Institute of Technology

  Research output: Contribution to journal › Conference article › peer-review

  • Embeddings (Algorithms) 100%

• Localized epidemic detection in networks with overwhelming noise

  Meirom, E. A., Milling, C., Caramanis, C., Mannor, S., Shakkottai, S. & Orda, A., 24 Jun 2015, In: Performance Evaluation Review. 43, 1, p. 441-442 2 p.

  Technion - Israel Institute of Technology

  Research output: Contribution to journal › Conference article › peer-review

  Open Access

  • Computer viruses 100%
  • Smartphones 62%

• Online learning for adversaries with memory: Price of past mistakes

  Anava, O., Hazan, E. & Mannor, S., 2015, In: Advances in Neural Information Processing Systems. 2015-January, p. 784-792 9 p.

  Technion - Israel Institute of Technology

  Research output: Contribution to journal › Conference article › peer-review

  • Data storage equipment 100%
  • Finance 63%
  • Convex optimization 58%
  • Statistics 41%

• Policy gradient for coherent risk measures

  Tamar, A., Chow, Y., Ghavamzadeh, M. & Mannor, S., 2015, In: Advances in Neural Information Processing Systems. 2015-January, p. 1468-1476 9 p.

  Technion - Israel Institute of Technology

  Research output: Contribution to journal › Conference article › peer-review

  • Gradient methods 100%
  • Finance 48%
  • Operations research 46%
  • Convex optimization 44%
  • Reinforcement learning 41%

• Risk-sensitive and robust decision-making: A CVaR optimization approach

  Chow, Y., Tamar, A., Mannor, S. & Pavone, M., 2015, In: Advances in Neural Information Processing Systems. 2015-January, p. 1522-1530 9 p.

  Technion - Israel Institute of Technology

  Research output: Contribution to journal › Conference article › peer-review

  • Decision making 100%
  • Markov processes 26%
  • Costs 4%
  • Experiments 4%

• Sensor selection for crowdsensing dynamical systems

  Schnitzler, F., Yuan, J. & Mannor, S., 2015, In: Journal of Machine Learning Research. 38, p. 829-837 9 p.

  Technion - Israel Institute of Technology

  Research output: Contribution to journal › Conference article › peer-review

  • Sensor 100%
  • Dynamical systems 70%
  • Dynamical system 63%
  • Estimation Error 50%
  • Sensors 43%

• Thompson sampling for learning parameterized markov decision processes

  Gopalan, A. & Mannor, S., 2015, In: Journal of Machine Learning Research. 40, 2015

  Technion - Israel Institute of Technology

  Research output: Contribution to journal › Conference article › peer-review

  • Markov Decision Process 100%
  • Markov processes 86%
  • Reinforcement Learning 81%
  • Learning 74%
  • Sampling 57%
• 2014

  Approachability in unknown games: Online learning meets multi-objective optimization

  Mannor, S., Perchet, V. & Stoltz, G., 2014, In: Journal of Machine Learning Research. 35, p. 339-355 17 p.

  Technion - Israel Institute of Technology

  Research output: Contribution to journal › Conference article › peer-review

  • Online Learning 100%
  • Multi-objective Optimization 79%
  • Multiobjective optimization 60%
  • Game 52%
  • Target 46%

• Combining a gauss-markov model and gaussian process for traffic prediction in dublin city center

  Schnitzler, F., Liebig, T., Mannor, S. & Morik, K., 2014, In: CEUR Workshop Proceedings. 1133, p. 373-374 2 p.

  Technion - Israel Institute of Technology

  Research output: Contribution to journal › Conference article › peer-review

  • Sensors 100%