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  3. LM&Ro

Language Models & Robotics

LM&Ro
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Investigates how language models can be integrated into robotic systems to enhance interaction, command interpretation, and autonomous decision-making.

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50 / 2,093 papers shown
Title
AffordBot: 3D Fine-grained Embodied Reasoning via Multimodal Large Language Models
AffordBot: 3D Fine-grained Embodied Reasoning via Multimodal Large Language Models
Xinyi Wang
Xun Yang
Yanlong Xu
Yuchen Wu
Zhen Li
Na Zhao
LM&RoLRM
53
0
0
13 Nov 2025
MAP-VLA: Memory-Augmented Prompting for Vision-Language-Action Model in Robotic Manipulation
MAP-VLA: Memory-Augmented Prompting for Vision-Language-Action Model in Robotic Manipulation
Runhao Li
Wenkai Guo
Zhenyu Wu
Changyuan Wang
Haoyuan Deng
Zhenyu Weng
Y. Tan
Ziwei Wang
LM&RoVLM
22
0
0
12 Nov 2025
WMPO: World Model-based Policy Optimization for Vision-Language-Action Models
WMPO: World Model-based Policy Optimization for Vision-Language-Action Models
Fangqi Zhu
Zhengyang Yan
Zicong Hong
Quanxin Shou
Xiao Ma
Song Guo
LM&Ro
20
0
0
12 Nov 2025
Think, Remember, Navigate: Zero-Shot Object-Goal Navigation with VLM-Powered Reasoning
Think, Remember, Navigate: Zero-Shot Object-Goal Navigation with VLM-Powered Reasoning
Mobin Habibpour
Fatemeh Afghah
LM&RoLRM
60
0
0
12 Nov 2025
LLM-GROP: Visually Grounded Robot Task and Motion Planning with Large Language Models
LLM-GROP: Visually Grounded Robot Task and Motion Planning with Large Language ModelsThe international journal of robotics research (IJRR), 2025
Xiaohan Zhang
Yan Ding
Yohei Hayamizu
Zainab Altaweel
Yifeng Zhu
Yuke Zhu
Peter Stone
Chris Paxton
Shiqi Zhang
LM&Ro
16
0
0
11 Nov 2025
SciAgent: A Unified Multi-Agent System for Generalistic Scientific Reasoning
SciAgent: A Unified Multi-Agent System for Generalistic Scientific Reasoning
Xuchen Li
Ruitao Wu
Xuanbo Liu
Xukai Wang
Jinbo Hu
...
K. Huang
J. Xu
Haitao Mi
Wentao Zhang
Bin Dong
LLMAGLM&RoLRMAI4CE
172
0
0
11 Nov 2025
Simulating the Visual World with Artificial Intelligence: A Roadmap
Simulating the Visual World with Artificial Intelligence: A Roadmap
Jingtong Yue
Z. Huang
Z. Chen
Xintao Wang
Pengfei Wan
Ziwei Liu
VGenLM&Ro
25
0
0
11 Nov 2025
Using Vision Language Models as Closed-Loop Symbolic Planners for Robotic Applications: A Control-Theoretic Perspective
Using Vision Language Models as Closed-Loop Symbolic Planners for Robotic Applications: A Control-Theoretic Perspective
Hao Wang
Sathwik Karnik
Bea Lim
Somil Bansal
LM&Ro
16
0
0
10 Nov 2025
How Do VLAs Effectively Inherit from VLMs?
How Do VLAs Effectively Inherit from VLMs?
Chuheng Zhang
Rushuai Yang
Xiaoyu Chen
Kaixin Wang
Li Zhao
Yi-Ling Chen
Jiang Bian
LM&Ro
24
0
0
10 Nov 2025
Affordance-Guided Coarse-to-Fine Exploration for Base Placement in Open-Vocabulary Mobile Manipulation
Affordance-Guided Coarse-to-Fine Exploration for Base Placement in Open-Vocabulary Mobile Manipulation
Tzu-Jung Lin
Jia-Fong Yeh
Hung-Ting Su
Chung-Yi Lin
Yi-Ting Chen
Winston H. Hsu
LM&Ro
38
0
0
09 Nov 2025
Self-Abstraction from Grounded Experience for Plan-Guided Policy Refinement
Self-Abstraction from Grounded Experience for Plan-Guided Policy Refinement
Hiroaki Hayashi
Bo Pang
Wenting Zhao
Ye Liu
Akash Gokul
Srijan Bansal
Caiming Xiong
Semih Yavuz
Yingbo Zhou
LLMAGLM&RoLRM
24
0
0
08 Nov 2025
Gentle Manipulation Policy Learning via Demonstrations from VLM Planned Atomic Skills
Gentle Manipulation Policy Learning via Demonstrations from VLM Planned Atomic Skills
Jiayu Zhou
Qiwei Wu
Jian Li
Z. Chen
Xiaogang Xiong
Renjing Xu
OffRLLM&Ro
84
0
0
08 Nov 2025
10 Open Challenges Steering the Future of Vision-Language-Action Models
10 Open Challenges Steering the Future of Vision-Language-Action Models
Soujanya Poria
Navonil Majumder
Chia-Yu Hung
Amir Ali Bagherzadeh
Chuan Li
Kenneth Kwok
Z. Wang
Cheston Tan
Jiajun Wu
David Hsu
LM&RoVLM
20
0
0
08 Nov 2025
iFlyBot-VLM Technical Report
iFlyBot-VLM Technical Report
Xin Nie
Zhiyuan Cheng
Yuan Zhang
Chao Ji
Jiajia wu
Yuhan Zhang
Jia Pan
LM&Ro
80
0
0
07 Nov 2025
BFM-Zero: A Promptable Behavioral Foundation Model for Humanoid Control Using Unsupervised Reinforcement Learning
Yitang Li
Zhengyi Luo
Tonghe Zhang
Cunxi Dai
Anssi Kanervisto
...
Mateusz Guzek
Ahmed Touati
A. Lazaric
Matteo Pirotta
Guanya Shi
OffRLLM&RoAI4CE
85
0
0
06 Nov 2025
Promoting Sustainable Web Agents: Benchmarking and Estimating Energy Consumption through Empirical and Theoretical Analysis
Promoting Sustainable Web Agents: Benchmarking and Estimating Energy Consumption through Empirical and Theoretical Analysis
Lars Krupp
Daniel Geißler
Vishal Banwari
P. Lukowicz
Jakob Karolus
LLMAGLM&Ro
68
0
0
06 Nov 2025
LACY: A Vision-Language Model-based Language-Action Cycle for Self-Improving Robotic Manipulation
LACY: A Vision-Language Model-based Language-Action Cycle for Self-Improving Robotic Manipulation
Youngjin Hong
Houjian Yu
Mingen Li
Changhyun Choi
LM&Ro
27
0
0
04 Nov 2025
TRACE: Textual Reasoning for Affordance Coordinate Extraction
TRACE: Textual Reasoning for Affordance Coordinate Extraction
S. Park
Jin Kim
Yuchen Cui
Matthew S. Brown
LM&RoLRM
163
0
0
03 Nov 2025
PixelVLA: Advancing Pixel-level Understanding in Vision-Language-Action Model
PixelVLA: Advancing Pixel-level Understanding in Vision-Language-Action Model
Wenqi Liang
Gan Sun
Yao He
Jiahua Dong
Suyan Dai
Ivan Laptev
Salman Khan
Yang Cong
LM&Ro3DVVLM
50
0
0
03 Nov 2025
InsurAgent: A Large Language Model-Empowered Agent for Simulating Individual Behavior in Purchasing Flood Insurance
InsurAgent: A Large Language Model-Empowered Agent for Simulating Individual Behavior in Purchasing Flood Insurance
Ziheng Geng
Jiachen Liu
Ran Cao
Lu Cheng
Dan M. Frangopol
Minghui Cheng
LM&RoAI4CE
28
0
0
03 Nov 2025
AERMANI-VLM: Structured Prompting and Reasoning for Aerial Manipulation with Vision Language Models
AERMANI-VLM: Structured Prompting and Reasoning for Aerial Manipulation with Vision Language Models
Sarthak Mishra
Rishabh Dev Yadav
Avirup Das
Saksham Gupta
Wei Pan
Spandan Roy
LM&RoLRM
55
0
0
03 Nov 2025
MARS: Multi-Agent Robotic System with Multimodal Large Language Models for Assistive Intelligence
MARS: Multi-Agent Robotic System with Multimodal Large Language Models for Assistive Intelligence
Renjun Gao
Peiyan Zhong
LM&Ro
30
0
0
03 Nov 2025
Fast-SmartWay: Panoramic-Free End-to-End Zero-Shot Vision-and-Language Navigation
Fast-SmartWay: Panoramic-Free End-to-End Zero-Shot Vision-and-Language Navigation
Xiangyu Shi
Zerui Li
Yanyuan Qiao
Qi Wu
LM&Ro
24
0
0
02 Nov 2025
Maestro: Orchestrating Robotics Modules with Vision-Language Models for Zero-Shot Generalist Robots
Maestro: Orchestrating Robotics Modules with Vision-Language Models for Zero-Shot Generalist Robots
Junyao Shi
Rujia Yang
Kaitian Chao
Selina Bingqing Wan
Yifei Shao
...
Long Le
Pratik Chaudhari
Kostas Daniilidis
Chuan Wen
Dinesh Jayaraman
LM&Ro
28
0
0
02 Nov 2025
iFlyBot-VLA Technical Report
iFlyBot-VLA Technical Report
Yuan Zhang
Chenyu Xue
Wenjie Xu
Chao Ji
Jiajia wu
Jia Pan
LM&Ro
102
0
0
01 Nov 2025
A Step Toward World Models: A Survey on Robotic Manipulation
A Step Toward World Models: A Survey on Robotic Manipulation
Peng-Fei Zhang
Ying Cheng
Xiaofan Sun
S. Wang
Lei Zhu
Lei Zhu
Heng Tao Shen
LM&Ro
207
0
0
31 Oct 2025
Toward Accurate Long-Horizon Robotic Manipulation: Language-to-Action with Foundation Models via Scene Graphs
Toward Accurate Long-Horizon Robotic Manipulation: Language-to-Action with Foundation Models via Scene Graphs
Sushil Samuel Dinesh
Shinkyu Park
LM&Ro
36
0
0
31 Oct 2025
ThinkMorph: Emergent Properties in Multimodal Interleaved Chain-of-Thought Reasoning
ThinkMorph: Emergent Properties in Multimodal Interleaved Chain-of-Thought Reasoning
Jiawei Gu
Yunzhuo Hao
Huichen Will Wang
Linjie Li
Michael Qizhe Shieh
Yejin Choi
Ranjay Krishna
Yu Cheng
LM&RoLRM
129
0
0
30 Oct 2025
The FM Agent
The FM Agent
Annan Li
Chufan Wu
Zengle Ge
Yee Hin Chong
Zhinan Hou
...
Quan Sun
Shunhao Yan
Danyu Liu
Dawei Yin
Dou Shen
LLMAGLM&RoAI4CE
129
0
0
30 Oct 2025
NaviTrace: Evaluating Embodied Navigation of Vision-Language Models
NaviTrace: Evaluating Embodied Navigation of Vision-Language Models
Tim Windecker
Manthan Patel
Moritz Reuss
Richard Schwarzkopf
Cesar Cadena
Rudolf Lioutikov
Marco Hutter
Jonas Frey
LM&Ro
140
0
0
30 Oct 2025
Can Agent Conquer Web? Exploring the Frontiers of ChatGPT Atlas Agent in Web Games
Can Agent Conquer Web? Exploring the Frontiers of ChatGPT Atlas Agent in Web Games
Jingran Zhang
Ning Li
Justin Cui
LLMAGLM&RoLRM
61
0
0
30 Oct 2025
Debate2Create: Robot Co-design via Large Language Model Debates
Debate2Create: Robot Co-design via Large Language Model Debates
Kevin Qiu
Marek Cygan
LM&Ro
119
0
0
29 Oct 2025
Robotic Assistant: Completing Collaborative Tasks with Dexterous Vision-Language-Action Models
Robotic Assistant: Completing Collaborative Tasks with Dexterous Vision-Language-Action Models
Boshi An
Chenyu Yang
Robert K. Katzschmann
LM&RoVLM
145
0
0
29 Oct 2025
MGA: Memory-Driven GUI Agent for Observation-Centric Interaction
MGA: Memory-Driven GUI Agent for Observation-Centric Interaction
Weihua Cheng
Ersheng Ni
Wenlong Wang
Yifei Sun
Junming Liu
Wangyu Shen
Yirong Chen
Botian Shi
Ding Wang
LLMAGLM&Ro
117
0
0
28 Oct 2025
Endowing GPT-4 with a Humanoid Body: Building the Bridge Between Off-the-Shelf VLMs and the Physical World
Endowing GPT-4 with a Humanoid Body: Building the Bridge Between Off-the-Shelf VLMs and the Physical World
Yingzhao Jian
Zhongan Wang
Yi Yang
Hehe Fan
LM&Ro
136
0
0
28 Oct 2025
BLM$_1$: A Boundless Large Model for Cross-Space, Cross-Task, and Cross-Embodiment Learning
BLM1_11​: A Boundless Large Model for Cross-Space, Cross-Task, and Cross-Embodiment Learning
Wentao Tan
Bowen Wang
Heng Zhi
Chenyu Liu
Z. Li
...
Chen Xu
Zhibin Wang
Tianshi Wang
Lei Zhu
Heng Tao Shen
LM&Ro
35
0
0
28 Oct 2025
PFEA: An LLM-based High-Level Natural Language Planning and Feedback Embodied Agent for Human-Centered AI
PFEA: An LLM-based High-Level Natural Language Planning and Feedback Embodied Agent for Human-Centered AI
Wenbin Ding
Jun Chen
Mingjia Chen
Fei Xie
Qi Mao
P. Dames
LLMAGLM&Ro
58
0
0
28 Oct 2025
Language-Conditioned Representations and Mixture-of-Experts Policy for Robust Multi-Task Robotic Manipulation
Language-Conditioned Representations and Mixture-of-Experts Policy for Robust Multi-Task Robotic Manipulation
Xiucheng Zhang
Yang Jiang
Hongwei Qing
Jiashuo Bai
LM&Ro
28
0
0
28 Oct 2025
Can LLMs Translate Human Instructions into a Reinforcement Learning Agent's Internal Emergent Symbolic Representation?
Can LLMs Translate Human Instructions into a Reinforcement Learning Agent's Internal Emergent Symbolic Representation?
Ziqi Ma
S. Nguyen
Philippe Xu
LLMAGLM&Ro
36
0
0
28 Oct 2025
Game-TARS: Pretrained Foundation Models for Scalable Generalist Multimodal Game Agents
Game-TARS: Pretrained Foundation Models for Scalable Generalist Multimodal Game Agents
Zihao Wang
X. Li
Yining Ye
Junjie Fang
Haoming Wang
...
Shi Yan
Xiangyang Li
Yitao Liang
Yujia Qin
Guang Shi
LLMAGLM&RoAI4CE
68
0
0
27 Oct 2025
Alita-G: Self-Evolving Generative Agent for Agent Generation
Alita-G: Self-Evolving Generative Agent for Agent Generation
Jiahao Qiu
Xuan Qi
Hongru Wang
Xinzhe Juan
Yimin Wang
...
Jiacheng Guo
Peihang Li
Jingzhe Shi
Shilong Liu
Mengdi Wang
LM&Ro
72
0
0
27 Oct 2025
Finding 3D Scene Analogies with Multimodal Foundation Models
Finding 3D Scene Analogies with Multimodal Foundation Models
Junho Kim
Y. Kim
LM&Ro
56
0
0
27 Oct 2025
Dexbotic: Open-Source Vision-Language-Action Toolbox
Dexbotic: Open-Source Vision-Language-Action Toolbox
Bin Xie
Erjin Zhou
Fan Jia
Hao Shi
Haoqiang Fan
...
Zhao Wu
Ziheng Zhang
Ziming Liu
Ziwei Yan
Z. Zhang
LM&RoVLM
144
0
0
27 Oct 2025
Agentic AI Security: Threats, Defenses, Evaluation, and Open Challenges
Agentic AI Security: Threats, Defenses, Evaluation, and Open Challenges
Shrestha Datta
Shahriar Kabir Nahin
Anshuman Chhabra
P. Mohapatra
LLMAGLM&Ro
89
0
0
27 Oct 2025
RoboOmni: Proactive Robot Manipulation in Omni-modal Context
RoboOmni: Proactive Robot Manipulation in Omni-modal Context
Siyin Wang
Jinlan Fu
Feihong Liu
Xinzhe He
Huangxuan Wu
...
Z. F. Wu
Yugang Jiang
See-Kiong Ng
Tat-Seng Chua
Xipeng Qiu
LM&Ro
127
0
0
27 Oct 2025
Deductive Chain-of-Thought Augmented Socially-aware Robot Navigation World Model
Deductive Chain-of-Thought Augmented Socially-aware Robot Navigation World Model
Weizheng Wang
Obi Ike
Soyun Choi
Sungeun Hong
Byung-Cheol Min
LM&RoLRM
84
0
0
27 Oct 2025
A Survey on Efficient Vision-Language-Action Models
A Survey on Efficient Vision-Language-Action Models
Zhaoshu Yu
Bo Wang
Pengpeng Zeng
Haonan Zhang
Ji Zhang
Lianli Gao
Jingkuan Song
Nicu Sebe
Heng Tao Shen
LM&Ro
52
0
0
27 Oct 2025
Large language model-based task planning for service robots: A review
Large language model-based task planning for service robots: A review
Shaohan Bian
Ying Zhang
Guohui Tian
Zhiqiang Miao
Edmond Q. Wu
Simon X. Yang
C. Hua
LLMAGLM&Ro
60
0
0
27 Oct 2025
ColorEcosystem: Powering Personalized, Standardized, and Trustworthy Agentic Service in massive-agent Ecosystem
ColorEcosystem: Powering Personalized, Standardized, and Trustworthy Agentic Service in massive-agent Ecosystem
Fangwen Wu
Zheng Wu
Jihong Wang
Y. Chen
Ruiguang Pei
...
Zhihui Fu
Weiwen Liu
Zhuosheng Zhang
Weinan Zhang
Jun Wang
LM&Ro
104
0
0
24 Oct 2025
Integrating Machine Learning into Belief-Desire-Intention Agents: Current Advances and Open Challenges
Integrating Machine Learning into Belief-Desire-Intention Agents: Current Advances and Open Challenges
Andrea Agiollo
Andrea Omicini
LM&RoAI4CE
68
0
0
23 Oct 2025
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