Wenshuo Zhai, Jinzhi Liao, Ziyang Chen, Bolan Su, Xiang Zhao
{"title":"A Survey of Task Planning with Large Language Models","authors":"Wenshuo Zhai, Jinzhi Liao, Ziyang Chen, Bolan Su, Xiang Zhao","doi":"10.34133/icomputing.0124","DOIUrl":"https://doi.org/10.34133/icomputing.0124","url":null,"abstract":"This paper presents a comprehensive survey of the current status and opportunities for large language models (LLMs) in task planning, a sophisticated process of reasoning and decision-making that organizes a sequence of actions to accomplish predefined goals. Task planning centers on identifying suitable solutions for a task, with a specific emphasis on ensuring its successful completion. Although task planning plays a crucial role in enabling systems to function effectively in dynamic and complex environments, there is a lack of systematic reviews on this topic. We explore the theories, methodologies, and applications related to task planning with LLMs, highlighting the burgeoning development in this field and the interdisciplinary approaches that enhance their ability to complete tasks. This survey aims to systematize and clarify the fragmented literature, provide a systematic review that underscores the importance of task planning as a critical capability, and offer insights into future research directions and potential improvements. We hope to help researchers gain a clear understanding of the field and spark greater interest in this highly impactful research direction. A continuously updated resource is available in our GitHub repository at https://github.com/ZhaiWenShuo/Survey-of-Task-Planning .","PeriodicalId":502319,"journal":{"name":"Intelligent Computing","volume":"4 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147331071","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Topological Transitions in a Kerr Nonlinear Oscillator","authors":"Juan Lin, Shou-Bang Yang, Fan Wu, Zhen-Biao Yang","doi":"10.34133/icomputing.0099","DOIUrl":"https://doi.org/10.34133/icomputing.0099","url":null,"abstract":"A Kerr nonlinear oscillator (KNO) supports a pair of steady eigenstates, coherent states with opposite phases, that are good for the encoding of continuous variable qubit basis states. Arbitrary control of the KNO confined within the steady state subspace allows extraction of the Berry curvature through the linear response of the physical observable to the quench velocity of the system, providing an effective method for the characterization of topology in the KNO. As an alternative, the control adopting the\"shortcut to adiabaticity\"to the KNO enables the exploration of the topology through accelerated adiabatic eigenstate evolution to measure all three physical observables. Topological transitions are revealed by the jump of the first Chern number, obtained respectively from the integral of the Berry curvature and of the new polar angle relation, over the whole parameter space. Our strategy paves the way for measuring topological transitions in continuous variable systems.","PeriodicalId":502319,"journal":{"name":"Intelligent Computing","volume":" 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-07-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141668399","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Andreas Triantafyllopoulos, Lukas Christ, Alexander Gebhard, Xin Jing, Alexander Kathan, M. Milling, Iosif Tsangko, S. Amiriparian, Bjorn W. Schuller
{"title":"Beyond Deep Learning: Charting the Next Frontiers of Affective Computing","authors":"Andreas Triantafyllopoulos, Lukas Christ, Alexander Gebhard, Xin Jing, Alexander Kathan, M. Milling, Iosif Tsangko, S. Amiriparian, Bjorn W. Schuller","doi":"10.34133/icomputing.0089","DOIUrl":"https://doi.org/10.34133/icomputing.0089","url":null,"abstract":"","PeriodicalId":502319,"journal":{"name":"Intelligent Computing","volume":"29 2","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-07-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141684654","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Scaling Up Wave Calculations with a Scattering Network","authors":"Laurynas Valantinas, Tom Vettenburg","doi":"10.34133/icomputing.0098","DOIUrl":"https://doi.org/10.34133/icomputing.0098","url":null,"abstract":"","PeriodicalId":502319,"journal":{"name":"Intelligent Computing","volume":"55 s61","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-07-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141688620","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
M. Moranges, A. Fournel, Marc Thévenet, Marc Plantevit, Moustafa Bensafi
{"title":"Using Exceptional Attributed Subgraph Mining to Explore Interindividual Variability in Odor Pleasantness Processing in the Piriform Cortex & Amygdala","authors":"M. Moranges, A. Fournel, Marc Thévenet, Marc Plantevit, Moustafa Bensafi","doi":"10.34133/icomputing.0086","DOIUrl":"https://doi.org/10.34133/icomputing.0086","url":null,"abstract":"","PeriodicalId":502319,"journal":{"name":"Intelligent Computing","volume":"61 3","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-06-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141360007","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Tracking Emotions using an Evolutionary Model of Mental State Transitions: Introducing a New Paradigm","authors":"Fuji Ren, Yangyang Zhou, Jiawen Deng, Kazuyuki Matsumoto, Duo Feng, Tianhao She, Ziyun Jiao, Zheng Liu, Taihao Li, Satoshi Nakagawa, Xin Kang","doi":"10.34133/icomputing.0075","DOIUrl":"https://doi.org/10.34133/icomputing.0075","url":null,"abstract":"","PeriodicalId":502319,"journal":{"name":"Intelligent Computing","volume":"24 21","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-03-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140226215","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}