Assaf Hallak

According to our database, Assaf Hallak authored at least 17 papers between 2012 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of three.

2024

PlaMo: Plan and Move in Rich 3D Physical Environments.

Assaf Hallak, Gal Dalal, Chen Tessler, Kelly Guo, Shie Mannor, Gal Chechik

CoRR, 2024

2023

On the Products of Stochastic and Diagonal Matrices.

Assaf Hallak, Gal Dalal

CoRR, 2023

SoftTreeMax: Exponential Variance Reduction in Policy Gradient via Tree Search.

Gal Dalal, Assaf Hallak, Gugan Thoppe, Shie Mannor, Gal Chechik

CoRR, 2023

Planning and Learning with Adaptive Lookahead.

Aviv Rosenberg, Assaf Hallak, Shie Mannor, Gal Chechik, Gal Dalal

Proceedings of the Thirty-Seventh AAAI Conference on Artificial Intelligence, 2023

2022

SoftTreeMax: Policy Gradient with Tree Search.

Gal Dalal, Assaf Hallak, Shie Mannor, Gal Chechik

CoRR, 2022

Reinforcement Learning with a Terminator.

Guy Tennenholtz, Nadav Merlis, Lior Shani, Shie Mannor, Uri Shalit, Gal Chechik, Assaf Hallak, Gal Dalal

Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

On Covariate Shift of Latent Confounders in Imitation and Reinforcement Learning.

Guy Tennenholtz, Assaf Hallak, Gal Dalal, Shie Mannor, Gal Chechik, Uri Shalit

Proceedings of the Tenth International Conference on Learning Representations, 2022

2021

Improve Agents without Retraining: Parallel Tree Search with Off-Policy Correction.

Gal Dalal, Assaf Hallak, Steven Dalton, Iuri Frosio, Shie Mannor, Gal Chechik

Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021

2017

Automatic Representation for Lifetime Value Recommender Systems.

Assaf Hallak, Yishay Mansour, Elad Yom-Tov

CoRR, 2017

Consistent On-Line Off-Policy Evaluation.

Assaf Hallak, Shie Mannor

Proceedings of the 34th International Conference on Machine Learning, 2017

2016

Generalized Emphatic Temporal Difference Learning: Bias-Variance Analysis.

Assaf Hallak, Aviv Tamar, Rémi Munos, Shie Mannor

Proceedings of the Thirtieth AAAI Conference on Artificial Intelligence, 2016

2015

Emphatic TD Bellman Operator is a Contraction.

Assaf Hallak, Aviv Tamar, Shie Mannor

CoRR, 2015

Off-policy evaluation for MDPs with unknown structure.

Assaf Hallak, François Schnitzler, Timothy A. Mann, Shie Mannor

CoRR, 2015

Contextual Markov Decision Processes.

Assaf Hallak, Dotan Di Castro, Shie Mannor

CoRR, 2015

Off-policy Model-based Learning under Unknown Factored Dynamics.

Assaf Hallak, François Schnitzler, Timothy A. Mann, Shie Mannor

Proceedings of the 32nd International Conference on Machine Learning, 2015

2013

Model selection in markovian processes.

Assaf Hallak, Dotan Di Castro, Shie Mannor

Proceedings of the 19th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2013

2012

How to sample if you must: on optimal functional sampling

Assaf Hallak, Shie Mannor

CoRR, 2012