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20242026
most citedET-Plan-Bench: Embodied Task-level Planning Benchmark Towards Spatial-Temporal Cognition with Foundation Models

1 citations · 2 across the 15 of their papers we have counts for

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cs.RO2025

Embodied Arena: A Comprehensive, Unified, and Evolving Evaluation Platform for Embodied AI

Fei Ni, Min Zhang, Pengyi Li +34

Embodied AI development significantly lags behind large foundation models due to three critical challenges: (1) lack of systematic understanding of core capabilities needed for Emb…

cs.RO2025

OmniEVA: Embodied Versatile Planner via Task-Adaptive 3D-Grounded and Embodiment-aware Reasoning

Yuecheng Liu, Dafeng Chi, Shiguang Wu +10

Recent advances in multimodal large language models (MLLMs) have opened new opportunities for embodied intelligence, enabling multimodal understanding, reasoning, and interaction,…

cs.RO2025

When Engineering Outruns Intelligence: Rethinking Instruction-Guided Navigation

Matin Aghaei, Lingfeng Zhang, Mohammad Ali Alomrani +2

Recent ObjectNav systems credit large language models (LLMs) for sizable zero-shot gains, yet it remains unclear how much comes from language versus geometry. We revisit this quest…

cs.RO2025

Mem2Ego: Empowering Vision-Language Models with Global-to-Ego Memory for Long-Horizon Embodied Navigation

Lingfeng Zhang, Yuecheng Liu, Zhanguang Zhang +19

Recent advancements in Large Language Models (LLMs) and Vision-Language Models (VLMs) have made them powerful tools in embodied navigation, enabling agents to leverage commonsense…

cs.RO2025

MapNav: A Novel Memory Representation via Annotated Semantic Maps for Vision-and-Language Navigation

Lingfeng Zhang, Xiaoshuai Hao, Qinwen Xu +7

Vision-and-language navigation (VLN) is a key task in Embodied AI, requiring agents to navigate diverse and unseen environments while following natural language instructions. Tradi…

cs.RO2025★ 1 cited

SpatialCoT: Advancing Spatial Reasoning through Coordinate Alignment and Chain-of-Thought for Embodied Task Planning

Yuecheng Liu, Dafeng Chi, Shiguang Wu +13

Spatial reasoning is an essential problem in embodied AI research. Efforts to enhance spatial reasoning abilities through supplementary spatial data and fine-tuning have proven lim…