安波_202311 AI Agents_watermark.pdf

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安波_202311 AI Agents_watermark.pdf

1、Towards Foundation Agents:Autonomous Agents,AI Agents,and Agent SocietyBo AN(安波)boanntu.edu.sgSchool of Computer Science and EngineeringNanyang Technological University24 November 2023Agent Mediated Intelligence Research Group AAMAS Research:History1978CMU workshop on distributed sensor networks1980

2、MIT workshop on distributed AI19951stICMAS,IFAAMAS2002AAMAS40-50s Agent concept70sComponents for building agents(e.g.,STRIPS)80s MAS research:coordination,cooperation,negotiation,organizations90sBDI,KQML,AOP,DCOP,RoboCup00s Game theory,social choice,TAC,DEC-MDP,RL10s MAS+DL2019DAI230 years history:I

3、nitially called Distributed AI,later called Multi-agent Systems One of the most important/active fields of AI Top researchers from top universities Quality of related conferences Impact in industry IJCAI Award for Research Excellence:Victor Lesser(UMASS,09),Barbara Grosz(Harvard,15),Sarit Kraus(BIU,

4、23)ACM/SIGAI Autonomous Agents Research AwardAAMAS:One Important Sub-field of AITuomas Sandholm(CMU,01)Katia Sycara(CMU,02)Nick Jenenings(Imperial,03)Makoto Yokoo(Kyushu,04)Milind Tambe(Harvard,05)Michael Wooldridge(Oxford,06)Sarit Kraus(BIU,07)Yoav Shoham(Stanford,08)Manuela M.Veloso(CMU,09)Jonatha

5、n Gratch(USC,10)Stacy Marsella(USC,10)Moshe Tennenholtz(Technion,12)JeffreyRosenschein(Hebrew,13)Michael Wellman(UMich,14)Catherine Pelachaud(CNRS,15)Peter Stone(UT Austin,16)David Parkes(Harvard,17)Craig Boutilier(U Toronto,18)Carles Sierra(IIIA,19)Munindar Singh(NCSU,20)Vincent Conitzer(CMU,21)Jos

6、eph Halpern(Cornell,11)Maria Gini(U Minnesota,22)Edith Elkind(Oxford,23)3 Main research areasMulti-agent coordination&planningDistributed constraint satisfaction&optimizationAlgorithmic game theoryMulti-agent learningDistributed machine learningOther areas:logic,simulation,agent-oriented programming

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