How to sample if you must: on optimal functional sampling - Assaf Hallak; Shie Mannor (CoRR, 2012)

Model selection in markovian processes. - Assaf Hallak; Dotan Di Castro; Shie Mannor (KDD, 2013)

Off-policy Model-based Learning under Unknown Factored Dynamics. - Assaf Hallak; François Schnitzler; Timothy A. Mann; Shie Mannor (ICML, 2015)

Contextual Markov Decision Processes. - Assaf Hallak; Dotan Di Castro; Shie Mannor (CoRR, 2015)

Off-policy evaluation for MDPs with unknown structure. - Assaf Hallak; François Schnitzler; Timothy A. Mann; Shie Mannor (CoRR, 2015)

Emphatic TD Bellman Operator is a Contraction. - Assaf Hallak; Aviv Tamar; Shie Mannor (CoRR, 2015)

Generalized Emphatic Temporal Difference Learning: Bias-Variance Analysis. - Assaf Hallak; Aviv Tamar; Rémi Munos; Shie Mannor (AAAI, 2016)

Consistent On-Line Off-Policy Evaluation. - Assaf Hallak; Shie Mannor (ICML, 2017)

Automatic Representation for Lifetime Value Recommender Systems. - Assaf Hallak; Yishay Mansour; Elad Yom-Tov (CoRR, 2017)

Improve Agents without Retraining: Parallel Tree Search with Off-Policy Correction. - Gal Dalal; Assaf Hallak; Steven Dalton; Iuri Frosio; Shie Mannor; Gal Chechik (NeurIPS, 2021)

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)

Reinforcement Learning with a Terminator. - Guy Tennenholtz; Nadav Merlis; Lior Shani; Shie Mannor; Uri Shalit; Gal Chechik; Assaf Hallak; Gal Dalal (NeurIPS, 2022)

SoftTreeMax: Policy Gradient with Tree Search. - Gal Dalal; Assaf Hallak; Shie Mannor; Gal Chechik (CoRR, 2022)

Planning and Learning with Adaptive Lookahead. - Aviv Rosenberg 002; Assaf Hallak; Shie Mannor; Gal Chechik; Gal Dalal (AAAI, 2023)

SoftTreeMax: Exponential Variance Reduction in Policy Gradient via Tree Search. - Gal Dalal; Assaf Hallak; Gugan Thoppe; Shie Mannor; Gal Chechik (CoRR, 2023)

On the Products of Stochastic and Diagonal Matrices. - Assaf Hallak; Gal Dalal (CoRR, 2023)

PlaMo: Plan and Move in Rich 3D Physical Environments. - Assaf Hallak; Gal Dalal; Chen Tessler; Kelly Guo; Shie Mannor; Gal Chechik (ECCV Workshops (2), 2024)

RL-RC-DoT: A Block-level RL agent for Task-Aware Video Compression. - Uri Gadot; Assaf Shocher; Shie Mannor; Gal Chechik; Assaf Hallak (CVPR, 2025)

"You just can't go around killing people" Explaining Agent Behavior to a Human Terminator. - Uri Menkes; Assaf Hallak; Ofra Amir (CoRR, 2025)

Towards Large Language Models with Self-Consistent Natural Language Explanations. - Sahar Admoni; Ofra Amir; Assaf Hallak; Yftah Ziser (CoRR, 2025)