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A Survey on the Memory Mechanism of Large Language Model-based Agents

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Outgoing claims: the papers this work cites, builds on, or argues with.

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MEDCO: Medical Education Copilots Based on a Multi-agent Framework
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Lifelong machine learning: a paradigm for continuous learning
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A survey on LLM-based multi-agent systems: workflow, infrastructure, and challenges
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Levels of processing: A framework for memory research
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MatChat: A large language model and application service platform for materials science
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Multimodal Large Language Models: A Survey
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RepairAgent: An Autonomous, LLM-Based Agent for Program Repair
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AssistantX: An LLM-Powered Proactive Assistant in Collaborative Human-Populated Environments
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Billion-Scale Similarity Search with GPUs
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RAH! RecSys–Assistant–Human: A Human-Centered Recommendation Framework With LLM Agents
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Reinforcement Learning: An Introduction
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Software Testing With Large Language Models: Survey, Landscape, and Vision
inferredcites →https://doi.org/10.1109/wacvw60836.2024.00106openalex-snapshot
A Survey on Multimodal Large Language Models for Autonomous Driving
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The locality principle
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Proceedings of the 43rd International ACM SIGIR Conference on Research and Development in Information Retrieval
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A Reinforcement Learning Framework for Relevance Feedback
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Proceedings of the 35th Annual ACM Symposium on User Interface Software and Technology
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Survey of Hallucination in Natural Language Generation
inferredcites →https://doi.org/10.1145/3582269.3615599openalex-snapshot
Gender bias and stereotypes in Large Language Models
inferredcites →https://doi.org/10.1145/3586182openalex-snapshot
Adjunct Proceedings of the 36th Annual ACM Symposium on User Interface Software and Technology
inferredcites →https://doi.org/10.1145/3586182.3615796openalex-snapshot
Memory Sandbox: Transparent and Interactive Memory Management for Conversational Agents
inferredcites →https://doi.org/10.1145/3586183.3606763openalex-snapshot
Generative Agents: Interactive Simulacra of Human Behavior
inferredcites →https://doi.org/10.1145/3604237.3626869openalex-snapshot
Large Language Models in Finance: A Survey
inferredcites →https://doi.org/10.1145/3605943openalex-snapshot
Recent Advances in Natural Language Processing via Large Pre-trained Language Models: A Survey
inferredcites →https://doi.org/10.1145/3611651openalex-snapshot
Pre-trained Language Models in Biomedical Domain: A Systematic Survey
inferredcites →https://doi.org/10.1145/3636534.3690682openalex-snapshot
MobileGPT: Augmenting LLM with Human-like App Memory for Mobile Task Automation
inferredcites →https://doi.org/10.1145/3637528openalex-snapshot
Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining
inferredcites →https://doi.org/10.1145/3637528.3671470openalex-snapshot
A Survey on RAG Meeting LLMs: Towards Retrieval-Augmented Large Language Models
inferredcites →https://doi.org/10.1145/3643562openalex-snapshot
Proceedings of the ACM Collective Intelligence Conference
inferredcites →https://doi.org/10.1145/3701716.3715259openalex-snapshot
RTBAgent: A LLM-based Agent System for Real-Time Bidding
inferredcites →https://doi.org/10.1371/journal.pone.0120644openalex-snapshot
Replication and Analysis of Ebbinghaus’ Forgetting Curve
inferredcites →https://doi.org/10.1609/aaai.v37i9.26255openalex-snapshot
A Survey on Model Compression and Acceleration for Pretrained Language Models
inferredcites →https://doi.org/10.18653/v1/2023.findings-emnlp.452openalex-snapshot
Leveraging Structured Information for Explainable Multi-hop Question Answering and Reasoning
inferredcites →https://doi.org/10.18653/v1/2024.acl-longopenalex-snapshot
Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)
inferredcites →https://doi.org/10.18653/v1/2024.acl-long.269openalex-snapshot
MapCoder: Multi-Agent Code Generation for Competitive Problem Solving
inferredcites →https://doi.org/10.18653/v1/2024.acl-long.717openalex-snapshot
HOLMES: Hyper-Relational Knowledge Graphs for Multi-hop Question Answering using LLMs
inferredcites →https://doi.org/10.18653/v1/2024.findings-emnlp.746openalex-snapshot
GraphReader: Building Graph-based Agent to Enhance Long-Context Abilities of Large Language Models
inferredcites →https://doi.org/10.18653/v1/2025.sicon-1.1openalex-snapshot
LLM Roleplay: Simulating Human-Chatbot Interaction
inferredcites →https://doi.org/10.24963/ijcai.2024/890openalex-snapshot
Large Language Model Based Multi-agents: A Survey of Progress and Challenges
inferredcites →https://doi.org/10.24963/ijcai.2025/2openalex-snapshot
AriGraph: Learning Knowledge Graph World Models with Episodic Memory for LLM Agents
inferredcites →https://doi.org/10.4208/jml.240708openalex-snapshot
Memory$^3$: Language Modeling with Explicit Memory
inferredcites →https://doi.org/10.48550/arxiv.2110.05006openalex-snapshot
Pre-trained Language Models in Biomedical Domain: A Systematic Survey
inferredcites →https://doi.org/10.48550/arxiv.2405.02957openalex-snapshot
Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents
inferredcites →https://doi.org/10.48550/arxiv.2406.06379openalex-snapshot
FinVerse: An Autonomous Agent System for Versatile Financial Analysis
inferredcites →https://doi.org/10.48550/arxiv.2409.07429openalex-snapshot
Agent Workflow Memory
inferredcites →https://doi.org/10.48550/arxiv.2409.11844openalex-snapshot
MEOW: MEMOry Supervised LLM Unlearning Via Inverted Facts
inferredcites →https://doi.org/10.48550/arxiv.2410.04360openalex-snapshot
GenSim: A General Social Simulation Platform with Large Language Model based Agents
inferredcites →https://doi.org/10.7551/mitpress/7688.001.0001openalex-snapshot
The Soar Cognitive Architecture

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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A Survey of Memory Models for Virtual Agents and Humans: From Psychological Foundations to Computational Architectures
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Memory Mining for LLM Agents: Dynamic Topic-Aware Retrieval of User Fact Records
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Self-evolving World Model
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Large language model-based multi-agent systems for financial markets simulation: a survey
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Emotional Dependence in Long-Term Use of Large Language Models
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Applications of multimodal large language models in construction industry
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Agentic AI: The age of reasoning—A review
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Agentic digital twin-embedded maintenance methodology for energy equipment: A self-evolving operational paradigm
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LLM-enhanced embodied multi-agent manufacturing system: A novel self-organizing production paradigm for embodied perception, embodied analysis and embodied decision
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From Chatbots to Chemists: Autonomous Agents for Heterogeneous Catalysis
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Too human to model: the uncanny valley of large language models in simulating human systems
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Evaluating intent-driven color generation: a framework for assessing LLM-assisted cartographic design
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The rise and potential opportunities of large language model agents in bioinformatics and biomedicine
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Six misconceptions about large language models: A minimal model and diagnostic taxonomy
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EDAgent: A Concurrent Orchestration Method for Collaborative LLM Multi-Agent System
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Agentic AI in Healthcare and Medicine: A Seven-Dimensional Taxonomy for Empirical Evaluation of LLM-Based Agents
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Minimizing Response Latency in LLM-Based Agent Systems: A Comprehensive Survey
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From Trace to Line: An Empirical Study of What Drives LLM-Based OSS Vulnerability Localization
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Memoria: A Scalable Agentic Memory Framework for Personalized Conversational AI
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A CLS-Inspired Bicameral Memory Architecture with Iterative Bidirectional Querying for Agricultural Diagnostic Agents
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Neuro-MemYFNet: A Memory-Augmented Reference Architecture for Yield Prediction
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Survey of Agents Methodologies in the Financial Domain
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VAIL: Retrieval Authorizes Inspection, Not Use — Governed Memory for Long-Horizon Multi-Agent LLM Systems
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Mitigating LLM Limitations in Learning Environments through Retrieval-Based Knowledge Integration*
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Agentic AI as a Cybersecurity Attack Surface: Threats, Exploits, and Defenses in Runtime Supply Chains
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Intelligent Multi-Agent Orchestration Framework for Enterprise Financial Systems
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Evolutionary Multi-Agent Collaboration for Real-World Video Face Restoration
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Cognitively-Inspired Dual Memory for Long-Term Contextual Reasoning in Language Agents
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Performance Analysis on the Applications of Large Language Models: A Case for Elderly Care
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IDE: A Multi-Agent-Driven Iterative Framework for Dynamic Evaluation of LLMs
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Self-Reflective LLM Agents with Quality-Aware Episodic Memory for Multi-Step Task Completion
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Evidence-Gated Memory Writing for Personalized Large Language Model Agents
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Semantic Memory Synthesis: Hierarchical Knowledge Integration and Temporal Reasoning for Autonomous Agents
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Multi-Agent Educational System With a Single Large Language Model: an Ablation Study of Memory Configurations and Efficiency
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Multi-Agent Systems: From Classical Paradigms to Large Foundation Model-Enabled Futures
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Embodied AI: From LLMs to World Models [Feature]
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Al Compute Architecture and Evolution Trends [Feature]
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Failure-Gated Hierarchical Memory: Preventing Memory Pollution in Long-Horizon LLM Agents via Critic-Guided Write Control
inferred← citeshttps://doi.org/10.1109/nelex69209.2026.11590154openalex-snapshot
CoCortex: A Memory Governance Framework for Reliable Long-Horizon LLM Agents
inferred← citeshttps://doi.org/10.1109/ro-man72286.2026.11714580openalex-snapshot
Learning what to Remember: Reinforcement Learning for Cost-Aware Memory in LLM Agents
inferred← citeshttps://doi.org/10.1109/smartindustrycon68821.2026.11493004openalex-snapshot
Token Cost Optimization in an LLM Agent for JSON-Based System Modeling from Dialogue History
inferred← citeshttps://doi.org/10.1109/tccn.2026.3737901openalex-snapshot
Agentic Low-Altitude Wireless Networks: Fundamentals, Design, and Future Directions
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Lifelong Learning of Large Language Model Based Agents: A Roadmap
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inferred← citeshttps://doi.org/10.1109/wsai70435.2026.11708643openalex-snapshot
MemCode: A Hybrid Memory-Augmented Framework for Persistent and Adaptive Automated Code Review
inferred← citeshttps://doi.org/10.1109/yef-ece70590.2026.11614663openalex-snapshot
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inferred← citeshttps://doi.org/10.1115/1.4070328openalex-snapshot
Agentic Large Language Models for Conceptual Systems Engineering and Design
inferred← citeshttps://doi.org/10.1145/3680207.3765697openalex-snapshot
Poster: MemAura: Persistent Personalized Context Memory for LLM Services in Smart Environments
inferred← citeshttps://doi.org/10.1145/3706599.3720158openalex-snapshot
Users' Expectations and Practices with Agent Memory
inferred← citeshttps://doi.org/10.1145/3711896.3736561openalex-snapshot
A Survey on Trustworthy LLM Agents: Threats and Countermeasures
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Evaluation and Benchmarking of LLM Agents: A Survey
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Are Autonomous Web Agents Good Testers?
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Memory Bank Compression for Continual Adaptation of Large Language Models
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Hypertext as Method—Continued
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From Storage to Interpretation: User Perceptions, Practices, and Challenges with Long-term Memory in Agents
inferred← citeshttps://doi.org/10.1145/3767695.3769671openalex-snapshot
Conversational Agents: From RAG to LTM
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DREAM: LLM-based Dynamic Role-playing via Event-Aware Memory Graph
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Closing Reasoning Gaps in Clinical Agents with Differential Reasoning Learning
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RECALLbot: Designing Agentic Memory and Reciprocal Disclosure for Human–Chatbot Relationships
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When Your Therapist Is an Algorithm: Understanding the Role of AI in Mental Health Mobile Applications
inferred← citeshttps://doi.org/10.1145/3772363.3799032openalex-snapshot
Alignment–Process–Outcome: Rethinking How AIs and Humans Collaborate
inferred← citeshttps://doi.org/10.1145/3772363.3799198openalex-snapshot
Towards Usable, Privacy Respecting Long-Term Memory for LLM-based Conversational Agents
inferred← citeshttps://doi.org/10.1145/3773078.3831743openalex-snapshot
User-Controlled Intent Layers for LLM-Mediated Personalization: A Research Agenda for Recommender Systems
inferred← citeshttps://doi.org/10.1145/3774946openalex-snapshot
MemIndex: Agentic Event-based Distributed Memory Management for Multi-agent Systems
inferred← citeshttps://doi.org/10.1145/3776591.3832525openalex-snapshot
SMILE: A Hybrid Memory-Driven Dialogue Manager for Social Companion Robots
inferred← citeshttps://doi.org/10.1145/3796507openalex-snapshot
Large Language Model-Based Agents for Software Engineering: A Survey
inferred← citeshttps://doi.org/10.1145/3800645.3812979openalex-snapshot
Metaphors for Memory: Charting a Design Space of AI Memory Tools and Interfaces
inferred← citeshttps://doi.org/10.1145/3805712.3808652openalex-snapshot
LLM-UP: SIGIR 2026 Workshop on LLM-powered User Profiling for Search and Recommendation
inferred← citeshttps://doi.org/10.1145/3805712.3809707openalex-snapshot
Task-Aware Automated User Profile Generation for Recommendation Simulation Using Large Language Models
inferred← citeshttps://doi.org/10.1145/3805712.3809931openalex-snapshot
EvoMem: Timeline-Grounded Validity Adjudication for Non-Monotonic Multi-Agent Memory
inferred← citeshttps://doi.org/10.1145/3828183.3828454openalex-snapshot
Construction and Application of an Intelligent Agent for Traditional Culture Education Based on Large Language Models
inferred← citeshttps://doi.org/10.1145/3830238openalex-snapshot
BLAgent : Agentic RAG for File-Level Bug Localization
inferred← citeshttps://doi.org/10.1177/22104968261453132openalex-snapshot
External Knowledge Integration in Large Language Models: A Survey on Methods, Challenges, and Future Directions
inferred← citeshttps://doi.org/10.1364/jocn.576017openalex-snapshot
AI agent for autonomous optical networks: architectures, technologies, and prospects [Invited Tutorial]
inferred← citeshttps://doi.org/10.14778/3827998.3828145openalex-snapshot
Data Management for Agentic Memory: Foundations, Systems, and Challenges
inferred← citeshttps://doi.org/10.20517/jmi.2026.07openalex-snapshot
A survey of agentic materials science and engineering: where are we and where are we going?
inferred← citeshttps://doi.org/10.21203/rs.3.rs-9485421/v1openalex-snapshot
Toward Human-Aligned, Modular, and Emotion-Aware Multi-Agent Systems: A Systematic Literature Review
inferred← citeshttps://doi.org/10.21203/rs.3.rs-9701113/v1openalex-snapshot
CodePori: Large-Scale System for Autonomous Software Development Using Multi-Agent Technology
inferred← citeshttps://doi.org/10.21203/rs.3.rs-9801639/v1openalex-snapshot
From Organizational Knowledge to AI Agent Memory: Empirical Validation of the SECI Model on the LongMemEval Benchmark
inferred← citeshttps://doi.org/10.21203/rs.3.rs-9875246/v1openalex-snapshot
Test-Time Improvement for Large Models: A Survey of Inference-Stage Mechanisms, Resource Control, and Research Opportunities
inferred← citeshttps://doi.org/10.2139/ssrn.5000207openalex-snapshot
Potential and Dangers of LLM-based Agents
inferred← citeshttps://doi.org/10.2139/ssrn.7024353openalex-snapshot
Modeling Asymmetric Polarization through Theory-Guided LLM-Agent Simulations: System Justification and Cognitive Interventions
inferred← citeshttps://doi.org/10.2139/ssrn.7288197openalex-snapshot
Designing Proactive Memory Privacy Visualization and Management in LLM-based Chatbots
inferred← citeshttps://doi.org/10.2139/ssrn.7357879openalex-snapshot
The Decision Lifecycle Ontology: Ontological Analysis and Machine-Checkable Axiomatization of Decision Validity in Long-Lived Agents
inferred← citeshttps://doi.org/10.2139/ssrn.7593345openalex-snapshot
From Retrieval to Theory Generation: A Process-Oriented Survey of Generative Agentic AI for Scientific Knowledge Discovery
inferred← citeshttps://doi.org/10.26565/2304-6201-2025-68-06openalex-snapshot
Reflective memory architecture for adaptive planning in hierarchical LLM agents in virtual environments
inferred← citeshttps://doi.org/10.3389/fpsyg.2025.1591618openalex-snapshot
Enhancing memory retrieval in generative agents through LLM-trained cross attention networks
inferred← citeshttps://doi.org/10.3389/frai.2025.1582287openalex-snapshot
Who speaks next? Multi-party AI discussion leveraging the systematics of turn-taking in Murder Mystery games
inferred← citeshttps://doi.org/10.3390/aerospace13090789openalex-snapshot
GSMultiAgent: A Multi-Agent Loop Framework atop Hermes Agent for Intelligent Design of Guidance Systems
inferred← citeshttps://doi.org/10.3390/app16020992openalex-snapshot
Automatic Generation of NGSI-LD Data Models from RDF Ontologies: Developmental Studies of Children and Adolescents Use Case
inferred← citeshttps://doi.org/10.3390/electronics15081547openalex-snapshot
Agent Technology for Agricultural Intelligence: Methodological Framework and Applications
inferred← citeshttps://doi.org/10.3390/fi18060295openalex-snapshot
Large Language Models for Recovery Plan Generation in Internet-Connected Critical Infrastructures: Architectures, Applications, Limitations, and Research Directions
inferred← citeshttps://doi.org/10.5194/gmd-18-4983-2025openalex-snapshot
InsNet-CRAFTY v1.0: integrating institutional network dynamics powered by large language models with land use change simulation
inferred← citeshttps://doi.org/10.64898/2026.05.16.720484openalex-snapshot
BioGAIP: A Scalable, User-Friendly and Robust LLM-Powered Multi-Agent System for Automated Bioinformatics Tasks
inferred← citeshttps://doi.org/10.64898/2026.05.17.26353409openalex-snapshot
Accuracy and Consistency of Frontier LLMs on Orthodontic Diagnostic Tasks: A Repeated-Trial Comparison
inferred← citeshttps://doi.org/10.7717/peerj-cs.3756openalex-snapshot
How do autonomous software agents learn? A systematic literature review
Editorial review for independent work. ICSAC — the Institute for Complexity Science and Advanced Computing — runs a structured editorial panel for researchers publishing outside journals, and publishes on CiteStamp rails. Submission is free and goes through ORCID: icsacinstitute.org/submit.