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20242026
most citedVL-Mamba: Exploring State Space Models for Multimodal Learning

10 citations · 11 across the 8 of their papers we have counts for

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6 papers · 1 filter

cs.RO2026

How Far Can GPT-6-Astra Go? Evaluating Capabilities in Zero-Shot Vision-and-Language Navigation

Guangzhao Dai, Qi Wu, Bin Zhu

We study GPT-6-Astra in a zero-shot Vision-and-Language Navigation in Continuous Environments (VLN-CE) system, where it interprets instructions, assesses its surroundings, and prop…

cs.RO2026

From Region Arrival to Instance-Level Grounding in Vision-and-Language Navigation

Xiangyu Shi, Ruoxi Yang, Wei Tao +3

Vision-and-Language Navigation (VLN) agents may satisfy conventional success criteria while still failing to establish reliable object-level grounding, because current evaluation p…

cs.RO2025

Fast-SmartWay: Panoramic-Free End-to-End Zero-Shot Vision-and-Language Navigation

Xiangyu Shi, Zerui Li, Yanyuan Qiao +1

Recent advances in Vision-and-Language Navigation in Continuous Environments (VLN-CE) have leveraged multimodal large language models (MLLMs) to achieve zero-shot navigation. Howev…

cs.RO2025★ 1 cited

BadNAVer: Exploring Jailbreak Attacks On Vision-and-Language Navigation

Wenqi Lyu, Zerui Li, Yanyuan Qiao +1

Multimodal large language models (MLLMs) have recently gained attention for their generalization and reasoning capabilities in Vision-and-Language Navigation (VLN) tasks, leading t…

cs.RO2025

SmartWay: Enhanced Waypoint Prediction and Backtracking for Zero-Shot Vision-and-Language Navigation

Xiangyu Shi, Zerui Li, Wenqi Lyu +4

Vision-and-Language Navigation (VLN) in continuous environments requires agents to interpret natural language instructions while navigating unconstrained 3D spaces. Existing VLN-CE…

cs.RO2024

Open-Nav: Exploring Zero-Shot Vision-and-Language Navigation in Continuous Environment with Open-Source LLMs

Yanyuan Qiao, Wenqi Lyu, Hui Wang +5

Vision-and-Language Navigation (VLN) tasks require an agent to follow textual instructions to navigate through 3D environments. Traditional approaches use supervised learning metho…