Assaf Hallak

Publication Activity (10 Years)

Years Active: 2012-2024
Publications (10 Years): 16

Top Topics

Variance Reduction

Markov Decision Process

Temporal Difference

Top Venues

Publications

Assaf Hallak, Gal Dalal, Chen Tessler, Kelly Guo, Shie Mannor, Gal Chechik
PlaMo: Plan and Move in Rich 3D Physical Environments. CoRR (2024)
Gal Dalal, Assaf Hallak, Gugan Thoppe, Shie Mannor, Gal Chechik
SoftTreeMax: Exponential Variance Reduction in Policy Gradient via Tree Search. CoRR (2023)
Assaf Hallak, Gal Dalal
On the Products of Stochastic and Diagonal Matrices. CoRR (2023)
Aviv Rosenberg, Assaf Hallak, Shie Mannor, Gal Chechik, Gal Dalal
Planning and Learning with Adaptive Lookahead. AAAI (2023)
Guy Tennenholtz, Nadav Merlis, Lior Shani, Shie Mannor, Uri Shalit, Gal Chechik, Assaf Hallak, Gal Dalal
Reinforcement Learning with a Terminator. NeurIPS (2022)
Guy Tennenholtz, Assaf Hallak, Gal Dalal, Shie Mannor, Gal Chechik, Uri Shalit
On Covariate Shift of Latent Confounders in Imitation and Reinforcement Learning. ICLR (2022)
Guy Tennenholtz, Nadav Merlis, Lior Shani, Shie Mannor, Uri Shalit, Gal Chechik, Assaf Hallak, Gal Dalal
Reinforcement Learning with a Terminator. CoRR (2022)
Gal Dalal, Assaf Hallak, Shie Mannor, Gal Chechik
SoftTreeMax: Policy Gradient with Tree Search. CoRR (2022)
Aviv Rosenberg, Assaf Hallak, Shie Mannor, Gal Chechik, Gal Dalal
Planning and Learning with Adaptive Lookahead. CoRR (2022)
Assaf Hallak, Gal Dalal, Steven Dalton, Iuri Frosio, Shie Mannor, Gal Chechik
Improve Agents without Retraining: Parallel Tree Search with Off-Policy Correction. CoRR (2021)
Guy Tennenholtz, Assaf Hallak, Gal Dalal, Shie Mannor, Gal Chechik, Uri Shalit
On Covariate Shift of Latent Confounders in Imitation and Reinforcement Learning. CoRR (2021)
Gal Dalal, Assaf Hallak, Steven Dalton, Iuri Frosio, Shie Mannor, Gal Chechik
Improve Agents without Retraining: Parallel Tree Search with Off-Policy Correction. NeurIPS (2021)
Assaf Hallak, Yishay Mansour, Elad Yom-Tov
Automatic Representation for Lifetime Value Recommender Systems. CoRR (2017)
Assaf Hallak, Shie Mannor
Consistent On-Line Off-Policy Evaluation. CoRR (2017)
Assaf Hallak, Shie Mannor
Consistent On-Line Off-Policy Evaluation. ICML (2017)
Assaf Hallak, Aviv Tamar, Rémi Munos, Shie Mannor
Generalized Emphatic Temporal Difference Learning: Bias-Variance Analysis. AAAI (2016)
Assaf Hallak, Aviv Tamar, Shie Mannor
Emphatic TD Bellman Operator is a Contraction. CoRR (2015)
Assaf Hallak, François Schnitzler, Timothy A. Mann, Shie Mannor
Off-policy evaluation for MDPs with unknown structure. CoRR (2015)
Assaf Hallak, François Schnitzler, Timothy A. Mann, Shie Mannor
Off-policy Model-based Learning under Unknown Factored Dynamics. ICML (2015)
Assaf Hallak, Dotan Di Castro, Shie Mannor
Contextual Markov Decision Processes. CoRR (2015)
Assaf Hallak, Aviv Tamar, Rémi Munos, Shie Mannor
Generalized Emphatic Temporal Difference Learning: Bias-Variance Analysis. CoRR (2015)
Assaf Hallak, Dotan Di Castro, Shie Mannor
Model selection in markovian processes. KDD (2013)
Assaf Hallak, Shie Mannor
How to sample if you must: on optimal functional sampling CoRR (2012)