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Related papers: Intelligence Requires Grounding But Not Embodiment

200 papers

Embodied AI for Science (EAI4S) brings intelligence into the laboratory by uniting perception, reasoning, and robotic action to autonomously run experiments in the physical world. For the Global South, this shift is not about adopting…

Computers and Society · Computer Science 2026-04-09 Shaoshan Liu , Jie Tang , Marwa S. Hassan , Mohamed H. Sharkawy , Moustafa M. G. Fouda , Tiewei Shang , Zixin Wang

There is considerable anecdotal evidence suggesting that software engineers enjoy engaging in solving puzzles and other cognitive efforts. A tendency to engage in and enjoy effortful thinking is referred to as a person's 'need for…

Software Engineering · Computer Science 2021-12-14 Daniel Russo , Andres R. Masegosa , Klaas-Jan Stol

Despite significant progress in multimodal language models (LMs), it remains unclear whether visual grounding enhances their understanding of embodied knowledge compared to text-only models. To address this question, we propose a novel…

Computation and Language · Computer Science 2025-10-21 Zhihui Yang , Yupei Wang , Kaijie Mo , Zhe Zhao , Renfen Hu

A dominant paradigm in visual intelligence treats semantics as a static property of latent representations, assuming that meaning can be discovered through geometric proximity in high dimensional embedding spaces. In this work, we argue…

Artificial Intelligence · Computer Science 2026-02-24 Xiu Li

LLMs promise to democratize technical work in complex domains like programmatic data analysis, but not everyone benefits equally. We study how students with varied experiences use LLMs to complete Python-based data analysis in computational…

Human-Computer Interaction · Computer Science 2026-02-03 Qianou Ma , Kenneth Koedinger , Tongshuang Wu

Effective collaboration between embodied agents requires more than acting in a shared environment; it demands communication grounded in each agent's evolving understanding of the world. When agents can only partially observe their…

Multiagent Systems · Computer Science 2026-05-19 Vardhan Dongre , Dilek Hakkani-Tür

Large language models (LLMs) are increasingly being adopted as the cognitive core of embodied agents. However, inherited hallucinations, which stem from failures to ground user instructions in the observed physical environment, can lead to…

Recent advances in LLMs have sparked a debate on whether they understand text. In this position paper, we argue that opponents in this debate hold different definitions for understanding, and particularly differ in their view on the role of…

Computation and Language · Computer Science 2024-07-12 Ariel Goldstein , Gabriel Stanovsky

In Part 1 of this paper, I introduce the idea of interactional expertise while in Part 2, I focus on its implications for philosophical theories of the importance of the body in forming our conceptual world. I argue that the way…

History and Philosophy of Physics · Physics 2016-07-28 Harry Collins

This paper investigates the inherent knowledge in language models from the perspective of epistemological holism. The purpose of this paper is to explore whether LLMs exhibit characteristics consistent with epistemological holism. These…

Computation and Language · Computer Science 2024-03-20 Minsu Kim , James Thorne

Despite extraordinary progress in artificial intelligence (AI), modern systems remain incomplete representations of human cognition. Vision, audition, and language have received disproportionate attention due to well-defined benchmarks,…

Artificial Intelligence · Computer Science 2025-06-03 Kordel K. France , Rohith Peddi , Nik Dennler , Ovidiu Daescu

The promise of lifted probabilistic inference is to carry out probabilistic inference in a relational probabilistic model without needing to reason about each individual separately (grounding out the representation) by treating the…

Artificial Intelligence · Computer Science 2011-07-22 David Poole , Fahiem Bacchus , Jacek Kisynski

Human-AI collaboration requires AI agents to understand human behavior for effective coordination. While advances in foundation models show promising capabilities in understanding and showing human-like behavior, their application in…

Robotics · Computer Science 2026-05-07 Shinas Shaji , Teena Chakkalayil Hassan , Sebastian Houben , Alex Mitrevski

Self-recognition -- the ability to maintain an internal representation of one's own body within the environment -- underpins intelligent, autonomous behavior. As a foundational component of the minimal self, self-recognition provides the…

Effective tutoring requires distinguishing optimal, valid but suboptimal, and incorrect student solutions, a distinction central to intelligent tutoring systems (ITS) but untested for LLM-based tutors. As LLMs are increasingly explored as…

Artificial Intelligence · Computer Science 2026-05-18 Tahreem Yasir , Wenbo Li , Sam Gilson , Sutapa Dey Tithi , Xiaoyi Tian , Tiffany Barnes

The increase in available computing power and the Deep Learning revolution have allowed the exploration of new topics and frontiers in Artificial Intelligence research. A new field called Embodied Artificial Intelligence, which places at…

Robotics · Computer Science 2025-05-05 Roberto Bigazzi

A few decades of work in the AI field have focused efforts on developing a new generation of systems which can acquire knowledge via interaction with the world. Yet, until very recently, most such attempts were underpinned by research which…

Artificial Intelligence · Computer Science 2012-07-23 Michał B. Paradowski

Spatial intelligence unfolds through a perception-action loop: agents act to acquire observations, and reason about how observations vary as a function of action. Rather than passively processing what is seen, they actively uncover what is…

Computer Vision and Pattern Recognition · Computer Science 2026-05-26 Yining Hong , Jiageng Liu , Han Yin , Manling Li , Leonidas Guibas , Li Fei-Fei , Jiajun Wu , Yejin Choi

Large Language Models (LLMs) are becoming increasingly popular in pervasive computing due to their versatility and strong performance. However, despite their ubiquitous use, the exact mechanisms underlying their outstanding performance…

Computation and Language · Computer Science 2026-02-02 Alhassan Abdelhalim , Janick Edinger , Sören Laue , Michaela Regneri

Embodied cognition argues that intelligence arises from sensorimotor interaction rather than passive observation. It raises an intriguing question: do modern vision-language models (VLMs), trained largely in a disembodied manner, exhibit…

Artificial Intelligence · Computer Science 2025-11-27 Qineng Wang , Wenlong Huang , Yu Zhou , Hang Yin , Tianwei Bao , Jianwen Lyu , Weiyu Liu , Ruohan Zhang , Jiajun Wu , Li Fei-Fei , Manling Li