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Agents powered by Large Language Models (LLMs) have recently demonstrated impressive capabilities in various tasks.
Dynamic memory: A theory of reminding and learning in computers and people
Roger C Schank · 1983
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The abuse of casuistry: A history of moral reasoning
Albert R Jonsen, Stephen Toulmin, and Stephen Edelston Toulmin · 1988
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Modeling Legal Argument Reasoning With Cases and Hypotheticals
Kevin Ashley · 1988
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An introduction to case-based reasoning
Janet L Kolodner · 1992
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Case-based reasoning: Foundational issues, methodological variations, and system approaches
Agnar Aamodt and Enric Plaza · 1994
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Analogical reasoning and conceptual change: A case study of johannes kepler
Dedre Gentner, Sarah Brem, Ronald W Ferguson, Arthur B Markman, Bjorn B Levidow, Phillip Wolff, and Kenneth D Forbus · 1997
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Intelligent lessons learned systems
R Weber, DW Aha, and I Becerra-Fernandez · 2001
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The role of information extraction for textual cbr
Stefanie Brüninghaus and Kevin D Ashley · 2001
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Competence models and the maintenance problem
Barry Smyth and Elizabeth McKenna · 2001
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Case-based recommender systems
Derek Bridge, Mehmet H Göker, Lorraine McGinty, and Barry Smyth · 2005
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Case-based reasoning-inspired approaches to education
Janet L Kolodner, Michael T Cox, and Pedro A González-Calero · 2005
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Metacognition in computation: A selected research history and summary
Michael T Cox · 2005
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Case-based reasoning in the health sciences: What’s next?
Isabelle Bichindaritz and Cindy Marling · 2006
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Goal-driven autonomy with case-based reasoning
Héctor Muñoz-Avila, Ulit Jaidee, David W Aha, and Elizabeth Carter · 2010
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Thinking, fast and slow
Daniel Kahneman · 2011
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The cognitive systems paradigm
Pat Langley · 2012
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Information-seeking, curiosity, and attention: computational and neural mechanisms
Jacqueline Gottlieb, Pierre-Yves Oudeyer, Manuel Lopes, and Adrien Baranes · 2013
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Issues and applications of case-based reasoning to design
Mary Lou Maher and Pearl Pu · 2014
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Case-based reasoning
Michael M Richter and Rosina O Weber · 2016
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Analogy and relational representations in the companion cognitive architecture
Kenneth D Forbus and Thomas Hinrich · 2017
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Case based reasoning as a model for cognitive artificial intelligence
Susan Craw and Agnar Aamodt · 2018
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Memory matters: The need to improve long-term memory in llm-agents
Kostas Hatalis, Despina Christou, Joshua Myers, Steven Jones, Keith Lambert, Adam Amos-Binks, Zohreh Dannenhauer, and Dustin Dannenhauer · 2023
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Baolin Peng, Michel Galley, Pengcheng He, Hao Cheng, Yujia Xie, Yu Hu, Qiuyuan Huang, Lars Liden, Zhou Yu, Weizhu Chen, et al · 2023
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Cognitive architectures for language agents
Theodore Sumers, Shunyu Yao, Karthik Narasimhan, and Thomas Griffiths · 2023
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Toward automated knowledge discovery in case-based reasoning
Sherri Weitl-Harms, John Hastings, and Jay Powell · 2024
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Cbr-rag: case-based reasoning for retrieval augmented generation in llms for legal question answering
Nirmalie Wiratunga, Ramitha Abeyratne, Lasal Jayawardena, Kyle Martin, Stewart Massie, Ikechukwu Nkisi-Orji, Ruvan Weerasinghe, Anne Liret, and Bruno Fleisch · 2024
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Retrieval-augmented generation for knowledge-intensive nlp tasks
Patrick Lewis, Ethan Perez, Aleksandra Piktus, Fabio Petroni, Vladimir Karpukhin, Naman Goyal, Heinrich Küttler, Mike Lewis, Wen-tau Yih, Tim Rocktäschel, et al · 2020
Cited alongside, same era.
Chain-of-thought prompting elicits reasoning in large language models
Jason Wei, Xuezhi Wang, Dale Schuurmans, Maarten Bosma, Fei Xia, Ed Chi, Quoc V Le, Denny Zhou, et al · 2022
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Towards reasoning in large language models: A survey
Jie Huang and Kevin Chen-Chuan Chang · 2023
Cited alongside, same era.
Case-based reasoning with language models for classification of logical fallacies
Zhivar Sourati, Filip Ilievski, Hông-Ân Sandlin, and Alain Mermoud · 2023
Cited alongside, same era.
Tree of thoughts: Deliberate problem solving with large language models
Shunyu Yao, Dian Yu, Jeffrey Zhao, Izhak Shafran, Tom Griffiths, Yuan Cao, and Karthik Narasimhan · 2023
Cited alongside, same era.
Empowering working memory for large language model agents
Jing Guo, Nan Li, Jianchuan Qi, Hang Yang, Ruiqiao Li, Yuzhen Feng, Si Zhang, and Ming Xu · 2023
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Chatgpt for marketers: Limitations and mitigations
Despina Christou, Kostas Hatalis, Mark G Staton, and Michael Frechette · 2024
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A survey on large language model based autonomous agents
Lei Wang, Chen Ma, Xueyang Feng, Zeyu Zhang, Hao Yang, Jingsen Zhang, Zhiyuan Chen, Jiakai Tang, Xu Chen, Yankai Lin, et al · 2024
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Tool learning with foundation models
Yujia Qin, Shengding Hu, Yankai Lin, Weize Chen, Ning Ding, Ganqu Cui, Zheni Zeng, Xuanhe Zhou, Yufei Huang, Chaojun Xiao, et al · 2024
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Autogen: Enabling next-gen llm applications via multi-agent conversation
Qingyun Wu, Gagan Bansal, Jieyu Zhang, Yiran Wu, Beibin Li, Erkang Zhu, Li Jiang, Xiaoyun Zhang, Shaokun Zhang, Jiale Liu, et al · 2024
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Ds-agent: automated data science by empowering large language models with case-based reasoning
Siyuan Guo, Cheng Deng, Ying Wen, Hechang Chen, Yi Chang, and Jun Wang · 2024
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A case-based reasoning approach to dynamic few-shot prompting for code generation
Dustin Dannenhauer, Zohreh Dannenhauer, Despina Christou, and Kostas Hatalis · 2024
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Llm reliability and cbr: How case based reasoning can improve the performance of large language models
Kaitlynne Wilkerson · 2024
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The rise and potential of large language model based agents: A survey
Zhiheng Xi, Wenxiang Chen, Xin Guo, Wei He, Yiwen Ding, Boyang Hong, Ming Zhang, Junzhe Wang, Senjie Jin, Enyu Zhou, et al · 2025
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Position: Episodic memory is the missing piece for long-term llm agents
Mathis Pink, Qinyuan Wu, Vy Ai Vo, Javier Turek, Jianing Mu, Alexander Huth, and Mariya Toneva · 2025
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