ICRA'25 Workshop on Foundation Models and Neural-Symbolic AI for Robotics

May 19 - 23, 2025, Atlanta, International Conf. on Robotics & Automation (ICRA)

The field of robotics has experienced significant growth through the integration of machine learning models, particularly with the rise of foundation models, neural-symbolic AI, generative models (such as large language models and diffusion models), and other emerging techniques. While these methods have transformed areas like computer vision, natural language processing, and computer graphics, their application in robotics remains largely underexplored.

This workshop will address this emerging area by bringing together leading researchers and practitioners in robotics to share insights on the latest advancements, methodologies, and best practices. It will feature invited talks from academic and industrial leaders and technical paper presentations discussing groundbreaking approaches and robotic systems that leverage foundation models and neural-symbolic AI. The workshop will also explore current challenges, future research directions, and promote interaction through poster sessions and spotlight talks.


Seminar

Day 1

Session 1 (TBD)

Presenter Session Title & Slides Link Time YouTube Link
Welcome message by organizers & overview of workshop

TBD

Yisong Yue

Professor

California Institute of Technology

Neuro-symbolic AI for Safety-Critical Agile Control

TBD

Yilun Du

Assistant Professor

Harvard University

Generalizable Foundation Models through Compositional Generation

TBD

Session 2 (TBD)

Presenter Session Title & Slides Link Time YouTube Link

Dorsa Sadigh

Assistant Professor

Stanford University

Data Curation for Robotics Foundation Models

TBD

Sebastian Scherer

Associate Research Professor

Carnegie Mellon University

Combining neural representations with rule-based reasoning for autonomous drone search

TBD

Ayoung Kim

Associate Professor

Seoul National University

TBD

TBD

Session 3 (TBD)

Presenter Session Title & Slides Link Time YouTube Link

Wenlong Huang

Ph.D. student

Stanford University

Task Representations for Open-World Robotic Manipulation

TBD

Letizia Gionfrida

Assistant Professor

King’s College London

TBD

TBD

Session 4 (TBD)

Presenter Session Title & Slides Link Time YouTube Link

Luca Carlone

Associate Professor

Massachusetts Institute of Technology

Neuro-Symbolic Reasoning for 3D Spatial AI

TBD

Danfei Xu

Assistant Professor

Georgia Institute of Technology

Generative Task and Motion Planning

TBD

Luigi Palmieri

Research Scientist

Bosch Research

TBD

TBD

Day 2

Session 1 (TBD)

Presenter Session Title & Slides Link Time YouTube Link

Lu Gan

Assistant Professor

Georgia Institute of Technology

TBD

TBD

Jiajun Wu

Assistant Professor

Stanford University

TBD

TBD

Session 2 (TBD)

Presenter Session Title & Slides Link Time YouTube Link

Chen Wang

Assistant Professor

University at Buffalo

Self-supervised Neural-Symbolic Learning Framework for Robot Autonomy

TBD

Jeannette Bohg

Assistant Professor

Stanford University

TBD

TBD

Session 3 (TBD)

Presenter Session Title & Slides Link Time YouTube Link

Anirudha Majumdar

Assistant Professor

Princeton University

Foundation model-powered robots that know when they don't know

TBD

Yunzhu Li

Assistant Professor

Columbia University

TBD

TBD

Dinesh Jayaraman

Assistant Professor

University of Pennsylvania

Tapping Foundation Models for Rewards, Representations, and Policies

TBD

Session 4 (TBD)

Presenter Session Title & Slides Link Time YouTube Link

Nima Fazeli

Assistant Professor

University of Michigan

Dexterous Robots in the Age of Foundation Model: Tactile, Language, and Gestures Representations

TBD

Jiayuan Mao

PhD candidate

Massachusetts Institute of Technology

TBD

TBD

Workshop Registration

Workshop Organizers & Committee


Chen Wang

Assistant Professor

University at Buffalo

Letizia Gionfrida

Assistant Professor

King's College London

Lu Gan

Assistant Professor

Georgia Institute of Technology

Jiajun Wu

Assistant Professor

Stanford University

Yunzhu Li

Assistant Professor

Columbia University

Ayoung Kim

Associate Professor

Seoul National University

Luigi Palmieri

Research Scientist

Bosch Research

Alexander Gray

President

Centaur AI Institute


Student Organizers

Yi Du

Ph.D. student

University at Buffalo

Taimeng Fu

Ph.D. student

University at Buffalo

Bowen Li

Ph.D. student

Carnegie Mellon Uni.

Qiwei Du

Ph.D. student

University at Buffalo

Shaoshu Su

Ph.D. student

University at Buffalo

Zhipeng Zhao

Ph.D. student

University at Buffalo