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Rooholla Khorrambakht

6 accepted papers

2026

WorldPlanner: Monte Carlo Tree Search and MPC with Action-Conditioned Visual World Models

ICRA 2026poster

Robots must understand their environment from raw sensory inputs and reason about the consequences of their actions in it to solve complex tasks. Behavior Cloning (BC) leverages task-specific human demonstrations to learn this knowledge as end-to-end policies. However, these policies are difficult t…

2025

First Order Model-Based RL through Decoupled Backpropagation

CoRL 2025poster

There is growing interest in reinforcement learning (RL) methods that leverage the simulator's derivatives to improve learning efficiency. While early gradient-based approaches have demonstrated superior performance compared to derivative-free methods, accessing simulator gradients is often impracti…

Cited by 0SourceScholar
2024

DiffOcclusion: Differentiable Optimization Based Control Barrier Functions for Occlusion-Free Visual Servoing

RA-L 2024

The visibility (possibly partial) of some image features is crucial to a broad class of visual servoing-based control. In this letter, we consider the setting of image-based visual servoing (IBVS) and address the fundamental problem of keeping a moving object with an unknown motion profile in the fi

Cited by 21SourceScholar
2024

Sailing Through Point Clouds: Safe Navigation Using Point Cloud Based Control Barrier Functions

RA-L 2024

The capability to navigate safely in an unstructured environment is crucial when deploying robotic systems in real-world scenarios. Recently, control barrier function (CBF) based approaches have been highly effective in synthesizing safety-critical controllers. In this letter, we propose a novel CBF

Cited by 11SourceScholar
2023

Safe Navigation and Obstacle Avoidance Using Differentiable Optimization Based Control Barrier Functions

RA-L 2023

Control barrier functions (CBFs) have been widely applied to safety-critical robotic applications. However, the construction of control barrier functions for robotic systems remains a challenging task. Recently, collision detection using differentiable optimization has provided a way to compute the

Cited by 52SourceScholar
2022

Kinematics-Inertial Fusion for Localization of a 4-Cable Underactuated Suspended Robot Considering Cable Sag

IROS 2022poster

Suspended Cable-Driven Parallel Robots (SCDPR) have intriguing capabilities on large scales but still have open challenges in precisely estimating the end-effector pose. The cables exhibit a downward curved shape, also known as cable sag which needs to be accounted for in the pose estimation. The ca…

Cited by 5SourceScholar