activity
20232026
most citedOptimal Scene Graph Planning with Large Language Model Guidance

4 citations · 4 across the 9 of their papers we have counts for

collaborators

10 papers

cs.RO2026

BubbleCBF: Constructive Safety for Second-Order Systems and Application to Autonomous Robot Navigation in Unknown Environments

Mani Amani, Mohammed Alyaseen, Zhirui Dai +3

Satisfying safety constraints for systems with second-order dynamics is challenging because a position constraint may require infeasible deceleration. Higher-order control barrier…

cs.RO2026

From Distances to Trajectories: Real-Time Signed Distance Function Mapping and Distance-Accelerated Motion Planning for UAVs

Jason Stanley, Zhirui Dai, Qihao Qian +6

Autonomous flight in cluttered environments requires a robot to build a geometric map of its surroundings and plan safe, dynamically feasible trajectories, all onboard and in real…

cs.RO2026

Kernel-SDF: An Open-Source Library for Real-Time Signed Distance Function Estimation using Kernel Regression

Zhirui Dai, Tianxing Fan, Mani Amani +4

Accurate and efficient scene representation is crucial for robotic tasks such as motion planning, manipulation, and navigation. Signed distance functions (SDFs) have emerged as a p…

cs.RO2025

OREN: Octree Residual Network for Real-Time Euclidean Signed Distance Mapping

Zhirui Dai, Qihao Qian, Tianxing Fan +1

Reconstructing signed distance functions (SDFs) from point cloud data benefits many robot autonomy capabilities, including localization, mapping, motion planning, and control. Meth…

cs.RO2025

Seeing the Bigger Picture: 3D Latent Mapping for Mobile Manipulation Policy Learning

Sunghwan Kim, Woojeh Chung, Zhirui Dai +5

In this paper, we demonstrate that mobile manipulation policies utilizing a 3D latent map achieve stronger spatial and temporal reasoning than policies relying solely on images. We…

cs.RO2025

Learning Scene-Level Signed Directional Distance Function with Ellipsoidal Priors and Neural Residuals

Zhirui Dai, Hojoon Shin, Yulun Tian +2

Dense reconstruction and differentiable rendering are fundamental tightly connected operations in 3D vision and computer graphics. Recent neural implicit representations demonstrat…

cs.RO2025

LTLCodeGen: Code Generation of Syntactically Correct Temporal Logic for Robot Task Planning

Behrad Rabiei, Mahesh Kumar A. R., Zhirui Dai +3

This paper focuses on planning robot navigation tasks from natural language specifications. We develop a modular approach, where a large language model (LLM) translates the natural…

cs.RO2024

Safe Bubble Cover for Motion Planning on Distance Fields

Ki Myung Brian Lee, Zhirui Dai, Cedric Le Gentil +3

We consider the problem of planning collision-free trajectories on distance fields. Our key observation is that querying a distance field at one configuration reveals a region of s…

cs.RO2024

Sensor-Based Distributionally Robust Control for Safe Robot Navigation in Dynamic Environments

Kehan Long, Yinzhuang Yi, Zhirui Dai +3

We introduce a novel method for mobile robot navigation in dynamic, unknown environments, leveraging onboard sensing and distributionally robust optimization to impose probabilisti…

cs.RO2023★ 4 cited

Optimal Scene Graph Planning with Large Language Model Guidance

Zhirui Dai, Arash Asgharivaskasi, Thai Duong +4

Recent advances in metric, semantic, and topological mapping have equipped autonomous robots with semantic concept grounding capabilities to interpret natural language tasks. This…