Top Cognitive Architecture Papers in 2026

  • Cognitive Architectures for Language Agents
  • Memory for Autonomous LLM Agents: Mechanisms, Evaluation, and Emerging Frontiers
  • Structured Cognitive Loop (SCL) and Theories of Mind Mappings
  • Modular Cognitive Convergence in Large Language Models
  • Human-Inspired Memory Architecture for LLM Agents
  • Modern Adaptations of Classical Cognitive Architectures (ACT-R, Soar, and LIDA)
  • Self-Evolving and Introspective Control Architectures
  • Applying Cognitive Design Patterns to General LLM Agents
  • From Cognitive Architectures to Language Agents: A Mechanism-Level Review of Lineage, Convergence, and Migration Gaps
  • Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering
  • Memory Beyond Recall: A Dual-Process Cognitive Memory System for Self-Evolving LLM Agents (EMNLP)
  • Human-Inspired Memory Architecture for LLM Agents
  • Metacognitive-Driven LLM Frameworks & Meta-Level Reflection Loops
  • Agentic Memory: Unified Short-Term and Long-Term Memory Policy via Reinforcement Learning
  • From Storage to Experience: A Survey on the Evolution of LLM Agent Memory Mechanisms (ACL)
  • Pool-Gated Retrieval & Structured Cognitive Loops (SCL)