Workshop on Frontiers of
Artificial General Intelligence (AGI)

⏰ 8:15am, 23rd April 2025
📍 Mochtar Riady Auditorium @ Level 5, SMU Administration Building

00Days 00Hrs 00Min

About the Workshop

The Workshop on Frontiers of Artificial General Intelligence (AGI) is an insightful and dynamic platform dedicated to exploring the advancing field of AGI. This workshop brings together leading experts, researchers, and enthusiasts to engage in stimulating discussions, share cutting-edge research, and collaborate on the most pressing challenges and opportunities in the development of AGI.

Notably, a pioneer of AGI, Professor Song-Chun Zhu of Peking University (PKU), will deliver the keynote speech and share his vision on AGI and AI.

All AI researchers around the world, including attendees of ICLR 2025, are welcome to attend this workshop. The workshop will feature 18 speakers, including the welcome speaker and keynote speaker, who will guide attendees in exploring topics such as the theoretical foundations of AGI, its ethical implications, potential applications across various research areas, and future directions for AGI.

The workshop will feature expert talks, interactive discussions, and a collaborative environment at the cutting edge of AGI research. The goal is to push the boundaries of knowledge, encourage innovative ideas, foster dynamic global discussions, share groundbreaking research, inspire novel methodologies in AGI, shape the future of AGI systems, and deepen our understanding of AGI's impact on society.

This AGI workshop will serve as an excellent platform for long-term collaboration between various Singapore universities/institutions as well as international universities/institutions.

Key Objectives:

  • Showcase the contributions of AI researchers from Singapore's universities and entities, alongside international AI researchers, to both the Singapore AI ecosystems and global AI ecosystems.
  • Foster future collaborations and partnerships
  • Enhance communication and knowledge exchange among AI researchers

Topics of focus include, but not limited to:

  • AGI and Large-scale Social Simulators
  • Utility-Value (UV) framework for AGI
  • Integration of Value, Reasoning, Vision, Language, and Embodiment for AGI
  • AI in Healthcare, Education, Finance, Economics, Music, Law, Environmental Science, and more.
  • Cognitive Architectures and Machine Learning
  • Human-AI Collaboration
  • Multi-Agent Systems
  • Artificial Creativity, Cognitive Science, and Neuroscience
  • Long-term AGI Impacts and Scalability
For more information please contact:
  • zxwang@smu.edu.sg;
  • dacheng.tao@ntu.edu.sg.

Venue Information

Mochtar Riady Auditorium
Level 5, SMU Administration Building
81 Victoria Street
Singapore 188065

Program Schedule

Time Sessions
🌅 Morning Session
8:30 AM-8:50 AM📋 Registration & Refreshments
8:50 AM-8:55 AMProf. Archan MISRA, SMU (Welcome)
8:55 AM-9:55 AMProf. Song-Chun ZHU, PKU (Keynote): AGI Path Based on Eastern Philosophy
9:55 AM-10:15 AMProf. Yizhou WANG, PKU: Definitions of AGI Agents and Self-Consciousness in CUV-framework
10:15 AM-10:35 AMAssoc Prof. Junhui HOU, City U. of HK: Deep Modeling of 3D Geometry from Repesentation, Learning Process, to Loss Function
10:35 AM-11:10 AM☕ Tea Break
11:10 AM-11:30 AMProf. Hwee Tou NG, NUS: Timeline Summarization: From Moments to Milestones, without and with Constraints
11:30 AM-11:50 AMDr. Kenneth KWOK, A*STAR: AGI and Robotics
11:50 AM-12:10 PMAsst Prof. Lin WANG, NTU: When Bio-inspired Sensors Meet Foundation AI Models: Challenges and Approaches
12:10 PM-12:30 PMProf. Chong-Wah NGO, SMU: A Visual Language Model for Food Recognition
12:30 PM-2:00 PM🍽️ Lunch
🌞 Afternoon Session
2:00 PM-2:20 PMProf. Erik CAMBRIA, NTU: Seven Pillars for the Future of Artificial Intelligence
2:20 PM-2:40 PMAsst Prof. Xinrun WANG, SMU: An Ever-Scaling Reasoning Benchmark for Language Models
2:40 PM-3:00 PMAsst Prof. Yong WANG, NTU: Human-centered AI: A Visualization Perspective
3:00 PM-3:20 PMDr. Xiuju FU, A*STAR: AI Research and Development for Maritime Shipping
3:20 PM-3:40 PMProf. Marcelo H. ANG JR., NUS: Intelligent Robotics: Bridging Everyday Life and AGI
3:40 PM-4:10 PM☕ Tea Break
4:10 PM-4:30 PMDr. Cheston TAN, A*STAR: Some Cognitively-Inspired Paths Towards AGI
4:30 PM-4:50 PMAsst Prof. Pan ZHOU, SMU: Towards Efficient and Scalable Training & Inference for Large AI Models
4:50 PM-5:10 PMDonghao HUANG, VP, R&D, Mastercard (SMU doctoral student, alumnus of both PKU & Tsinghua U.): Multi-Agent LLMs with Edge Deployment – A Case Study
5:10 PM-5:30 PMAssoc Prof. Wei LU, SUTD: Research at the StatNLP Research Group
5:30 PM-5:50 PMAsst Prof. Muhan ZHANG, PKU: Number Cookbook: Number Understanding of Language Models and How to Improve It
6:00 PM🍴Dinner: Introduction to Peking U. Institute of AI & Beijing Institute for General AI (BIGAI)

Welcome Speaker

Prof. Archan MISRA

Singapore Management University (SMU)

Biography
Prof. Song-Chun Zhu

Prof. Archan Misra currently serves as the Vice Provost for Research and holds the title of Lee Kong Chian Professor of Computer Science at Singapore Management University (SMU). Over the course of his career, Prof. Misra has received numerous prestigious awards, including 8 Best Paper Awards, and international recognition for his impactful research. At SMU, Archan has provided leadership to multiple large-scale research initiatives, cumulatively worth more than $50M USD.

Prof. Misra is a distinguished systems researcher, renowned for numerous innovative contributions to the field of computer science, engineering and AI, with a particular focus on wearable and mobile sensing, human-centered computing, and interactive AI agents for human-machine collaboration. His current research interests lie in (a) embedded AI, including ultra-low energy execution of AI-based inference on IoT and edge devices, and (b) embodied AI, to support spatially grounded human-machine collaboration. He is currently a Program Co-PI on the Mens, Manus and Machina (M3S) inter-disciplinary research program, established by MIT’s SMART research enterprise in Singapore, that seeks to create breakthroughs on the use of AI and machines for collaborative work with humans.

He has developed multiple wireless networking, mobile computing and crowdsourcing technologies and systems, resulting in 30+ patents, that have been adopted by industry and operationally deployed across many domains. Prof. Misra has served as the General Co-Chair for ACM Mobisys 2016 and TPC Chair for IEEE Percom 2025 and IEEE IoTDI 2020. Prof. Misra is a Distinguished Member of the Association for Computing Machinery (ACM) and chaired the IEEE Computer Society's Technical Committee on Computer Communications (TCCC) from 2005-2007.

Keynote Speaker

Prof. Song-Chun ZHU

Peking University (PKU) & Tsinghua University (Tsinghua U.)
Founding Director, Beijing Institute for General Artificial Intelligence (BIGAI)

Biography
Prof. Song-Chun Zhu

Prof. Song-Chun Zhu received his Ph.D. degree from Harvard University in 1996, and worked at Brown, Stanford, Ohio State before joining UCLA in 2002 where he became professor of Statistics and Computer Science in 2006, and directed the UCLA Center for Vision, Cognition, Learning and Autonomy (VCLA). In 2020 he returned to China to establish a non-profit research organization --- Beijing Institute for General Artificial Intelligence (BIGAI) as the founding director, and he is appointed Chair Professor at Tsinghua and Peking Universities jointly, Dean of the Institute for Artificial Intelligence, and Dean of the School of Intelligence Science and Technology at Peking University.

He has published over 350 papers in computer vision, statistical modeling and learning, cognitive science, natural language & situated dialogue, robot autonomy, and commonsense reasoning. He received a number of honors, including the Helmholtz Test-of-time award in ICCV 2013, the Aggarwal prize from the Int'l Association of Pattern Recognition in 2008, the David Marr Prize in 2003 for image parsing with Z. Tu et al, twice Marr Prize honorary nominations with Y. Wu et al in 1999 for texture modeling and 2007 for object modeling respectively. He received the Sloan Fellowship in 2001, a US NSF Career Award in 2001, and an US ONR Young Investigator Award in 2001. He is a Fellow of IEEE since 2011, and served as the general co-chair for CVPR 2012 and CVPR 2019.

Abstract:

In this talk, I present a distinctively Eastern approach to Artificial General Intelligence rooted in Chinese philosophical traditions. The CUV framework defines AGI through three interconnected systems: Cognitive architecture (C), potential functions (U) representing skills, and value functions (V) encompassing motivations from survival to social responsibility. Inspired by concepts like Wang Yangming's "unity of knowledge and action," this framework aims to create value-driven intelligence rather than data-driven imitation, developing machines with the adaptability of crows rather than the mimicry of parrots. The Tong Test quantitatively measures an AGI's abilities and values across five levels, examining physical and social interaction in complex environments and representing a paradigm shift from "large data, small tasks" to "small data, large tasks." Our research has produced "TongTong," the first value-driven AGI agent, demonstrating a path toward human-centered intelligence that embodies wisdom—China's contribution to global technological development.

Speakers

Yizhou WANG

Prof. Yizhou WANG

Peking University (PKU)

Junhui HOU

Assoc Prof. Junhui HOU

City University of Hong Kong (CityUHK)

Maria F. Cabrera-Umpierrez

Prof. Hwee Tou NG

National University of Singapore (NUS)

Archan MISRA

Dr. Kenneth KWOK

Agency for Science, Technology and Research (A*STAR)

Archan MISRA

Asst Prof. Lin WANG

Nanyang Technological University (NTU)

Archan MISRA

Prof. Chong-Wah NGO

Singapore Management University (SMU)

Archan MISRA

Prof. Erik CAMBRIA

Nanyang Technological University (NTU)

Archan MISRA

Asst Prof. Xinrun WANG

Singapore Management University (SMU)

Archan MISRA

Asst Prof. Yong WANG

Nanyang Technological University (NTU)

Archan MISRA

Dr. Xiuju FU

Agency for Science, Technology and Research (A*STAR)

Archan MISRA

Prof. Marcelo H. ANG JR.

National University of Singapore (NUS)

Archan MISRA

Dr. Cheston TAN

Agency for Science, Technology and Research (A*STAR)

Archan MISRA

Asst Prof. Pan ZHOU

Singapore Management University (SMU)

Archan MISRA

Donghao HUANG

VP, R&D, Mastercard (alumnus of both PKU & Tsinghua U.)

Archan MISRA

Assoc Prof. Wei LU

Singapore University of Technology and Design (SUTD)

Archan MISRA

Asst Prof. Muhan ZHANG

Peking University (PKU)

Organizing Committee

Zhaoxia WANG
Zhaoxia WANG

Singapore Management University
(SMU)

Dacheng TAO
Dacheng TAO

Nanyang Technological University
(NTU)

Song-Chun ZHU
Song-Chun ZHU

Peking University
(PKU)

Hwee Tou NG
Hwee Tou NG

National University of Singapore
(NUS)

David HSU,NUS
David HSU

National University of Singapore
(NUS)

Wei LU
Wei LU
Singapore University of Technology and Design (SUTD)

Kenneth KWOK
Kenneth KWOK

Agency for Science, Technology and Research (A*STAR)

Seng-Beng HO
Seng-Beng HO

AI Institute Global

Registration

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General Chairs

  • Zhaoxia WANG, Singapore Management University
  • Dacheng TAO, Nanyang Technological University
  • Song-Chun ZHU, Peking University
  • Seng-Beng HO, AI Institute Global

Local Chairs

  • Hwee Tou NG, National University of Singapore
  • Wei LU, Singapore University of Technology and Design
  • Kenneth KWOK, Agency for Science, Technology and Research (A*STAR)
  • David HSU, National University of Singapore

This workshop is co-sponsored by the IEEE CIS Singapore Chapter.