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Zhuoyuan Yu

4 accepted papers

2026

CorrectNav: Self-Correction Flywheel Empowers Vision-Language-Action Navigation Model

AAAI 2026technical

Existing vision-and-language navigation models often deviate from the correct trajectory when executing instructions. However, these models lack effective error correction capability, hindering their recovery from errors. To address this challenge, we propose Self-correction Flywheel, a novel post-t

Cited by 25SourcePDFScholar
2026

GS-Playground: A High-Throughput Photorealistic Simulator for Vision-Informed Robot Learning

RSS 2026poster

Embodied AI research is undergoing a shift toward vision-centric perceptual paradigms. While massively parallel simulators have catalyzed breakthroughs in proprioception-based locomotion, their potential remains largely untapped for vision-centric tasks due to the prohibitive computational overhead …

Cited by 0SourceScholar
2026

NavSpace: How Navigation Agents Follow Spatial Intelligence Instructions

ICRA 2026poster

Instruction-following navigation is a key step toward embodied intelligence. Prior benchmarks mainly focus on semantic understanding but overlook systematically evaluating navigation agents' spatial perception and reasoning capabilities. In this work, we introduce the NavSpace benchmark, which conta…

2025

Multi-Robot Reliable Navigation in Uncertain Topological Environments With Graph Attention Networks

RA-L 2025

This paper studies the multi-robot reliable navigation problem in uncertain topological networks, which aims at maximizing the robot team's on-time arrival probabilities in the face of road network uncertainties. The uncertainty in these networks stems from the unknown edge traversability, which is

Cited by 2SourcecodeScholar