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Shapes of cognition is a new conceptual paradigm for the computational cognitive modeling of Language-Endowed Intelligent Agents (LEIAs). Shapes are remembered constellations of sensory, linguistic, conceptual, episodic, and procedural…

Artificial Intelligence · Computer Science 2025-09-17 Marjorie McShane , Sergei Nirenburg , Sanjay Oruganti , Jesse English

We propose LLM-Interleaved (LLM-I), a flexible and dynamic framework that reframes interleaved image-text generation as a tool-use problem. LLM-I is designed to overcome the "one-tool" bottleneck of current unified models, which are limited…

Machine Learning · Computer Science 2025-09-18 Zirun Guo , Feng Zhang , Kai Jia , Tao Jin

Household environments present one of the most common, impactful yet challenging application domains for robotics. Within household scenarios, manipulating deformable objects is particularly difficult, both in simulation and real-world…

While LLM/VLM-powered AI agents have advanced rapidly in math, coding, and computer use, their applications in complex physical and social environments remain challenging. Building agents that can survive and thrive in the real world (for…

An accurate model of the environment and the dynamic agents acting in it offers great potential for improving motion planning. We present MILE: a Model-based Imitation LEarning approach to jointly learn a model of the world and a policy for…

Computer Vision and Pattern Recognition · Computer Science 2022-11-04 Anthony Hu , Gianluca Corrado , Nicolas Griffiths , Zak Murez , Corina Gurau , Hudson Yeo , Alex Kendall , Roberto Cipolla , Jamie Shotton

Designing sustainable medical devices requires balancing environmental, economic, and social demands, yet trade-offs across these pillars are difficult to identify using manual assessment alone. Current methods depend heavily on expert…

Physics and Society · Physics 2025-12-16 Apala Chakrabarti

As autonomous agents increasingly operate in real-world digital ecosystems, understanding how they coordinate, form institutions, and accumulate shared culture becomes both a scientific and practical priority. This paper introduces…

Multiagent Systems · Computer Science 2026-03-19 Giuseppe Paolo , Jamieson Warner , Hormoz Shahrzad , Babak Hodjat , Risto Miikkulainen , Elliot Meyerson

Large language models (LLMs) are establishing new paradigms for engineering applications by enabling natural language control of complex computational workflows. This paper introduces FeaGPT, the first framework to achieve complete…

Software Engineering · Computer Science 2025-10-28 Yupeng Qi , Ran Xu , Xu Chu

The term embodied intelligence (EI) conveys the notion that body morphology, material properties, interaction with the environment, and control strategies can be purposefully integrated into the process of robotic design to generate…

Robotics · Computer Science 2025-10-31 Nestor O. Perez-Arancibia

This paper defines and explores the design space for information extraction (IE) from layout-rich documents using large language models (LLMs). The three core challenges of layout-aware IE with LLMs are 1) data structuring, 2) model…

Computation and Language · Computer Science 2026-02-04 Gaye Colakoglu , Gürkan Solmaz , Jonathan Fürst

The recent developments in Large Language Models (LLM), mark a significant moment in the research and development of social interactions with artificial agents. These agents are widely deployed in a variety of settings, with potential…

Human-Computer Interaction · Computer Science 2024-07-03 Guy Laban , Tomer Laban , Hatice Gunes

Domain models enable autonomous agents to solve long-horizon tasks by producing interpretable plans. However, in open-world environments, a single general domain model cannot capture the variety of tasks, so agents must generate suitable…

Robotics · Computer Science 2025-10-02 Claudius Kienle , Benjamin Alt , Oleg Arenz , Jan Peters

Humans are the bottleneck in building and improving AI. Both the models and the agents that wrap them are written, tuned, and corrected by people. The long-horizon goal of an AI that can figure out how to improve itself remains open. Two…

Artificial Intelligence · Computer Science 2026-05-29 Prannay Hebbar , Yogendra Manawat , Samuel Verboomen , Alesia Ivanova , Selvam Palanimalai , Kunal Bhatia , Vignesh Baskaran

Reasoning over heterogeneous artifacts (PDFs, spreadsheets, slide decks, etc.) increasingly occurs within structured agent workflows that iteratively extract, transform, and reference external information. In these workflows, uncertainty is…

Artificial Intelligence · Computer Science 2026-05-01 Anna Mazhar , Huzaifa Suri , Sainyam Galhotra

Automotive engineering development increasingly relies on heterogeneous 3D data, including finite element (FE) models, body-in-white (BiW) representations, CAD geometry, and CFD meshes. At the same time, engineering teams face growing…

Interior design often struggles to capture the subtleties of client experience, leaving gaps between what clients feel and what designers can act upon. We present AIDED, a designer-AI co-design workflow that integrates multimodal client…

Human-Computer Interaction · Computer Science 2026-02-11 Yang Chen Lin , Chen-Ying Chen , Kai-Hsin Hou , Hung-Yu Chen , Po-Chih Kuo

Most deep learning recommendation models operate as black boxes, relying on latent representations that obscure their decision process. This lack of intrinsic interpretability raises concerns in applications that require transparency and…

Information Retrieval · Computer Science 2026-04-07 Jinhao Pan , Bowen Wei , Ziwei Zhu

We present Interfaze, a system that treats modern LLM applications as a problem of building and acting over context, not just picking the right monolithic model. Instead of a single transformer, we combine (i) a stack of heterogeneous DNNs…

Artificial Intelligence · Computer Science 2026-02-05 Harsha Vardhan Khurdula , Vineet Agarwal , Yoeven D Khemlani

I-nteract is a cyber-physical system that enables real-time interaction with both virtual and real artifacts to design 3D models for additive manufacturing by leveraging on mixed reality technologies. This paper presents novel advances in…

Human-Computer Interaction · Computer Science 2020-10-22 Ammar Malik , Hugo Lhachemi , Robert Shorten

The interaction between humans is very complex to describe since it is composed of different elements from different modalities such as speech, gaze, and gestures influenced by social attitudes and emotions. Furthermore, the interaction can…

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