activity
20112022
most citedPolicy Gradients with Variance Related Risk Criteria

118 citations · 120 across the 8 of their papers we have counts for

collaborators

10 papers

cs.CV2021

BIDCD -- Bosch Industrial Depth Completion Dataset

Adam Botach, Yuri Feldman, Yakov Miron +2

We introduce BIDCD -- the Bosch Industrial Depth Completion Dataset. BIDCD is a new RGBD dataset of metallic industrial objects, collected with a depth camera mounted on a robotic…

cs.CV2021

Vision-Guided Forecasting -- Visual Context for Multi-Horizon Time Series Forecasting

Eitan Kosman, Dotan Di Castro

Autonomous driving gained huge traction in recent years, due to its potential to change the way we commute. Much effort has been put into trying to estimate the state of a vehicle.…

cs.LG2021

SOLO: Search Online, Learn Offline for Combinatorial Optimization Problems

Joel Oren, Chana Ross, Maksym Lefarov +5

We study combinatorial problems with real world applications such as machine scheduling, routing, and assignment. We propose a method that combines Reinforcement Learning (RL) and…

cs.RO2021

InsertionNet -- A Scalable Solution for Insertion

Oren Spector, Dotan Di Castro

Complicated assembly processes can be described as a sequence of two main activities: grasping and insertion. While general grasping solutions are common in industry, insertion is…

cs.CV2020

Depth Completion with RGB Prior

Yuri Feldman, Yoel Shapiro, Dotan Di Castro

Depth cameras are a prominent perception system for robotics, especially when operating in natural unstructured environments. Industrial applications, however, typically involve re…

cs.LG2019

Practical Risk Measures in Reinforcement Learning

Dotan Di Castro, Joel Oren, Shie Mannor

Practical application of Reinforcement Learning (RL) often involves risk considerations. We study a generalized approximation scheme for risk measures, based on Monte-Carlo simulat…