| 20260422_llm_semantic_reasoners_not_symbolic_reasoners | paper_analysis | llm, reasoning, cognitive_science, language_philosophy | pku, bigai, proofwriter | 100 | | | Large Language Models are In-Context Semantic Reasoners rather than Symbolic Reasoners | HippoRAG: Neurobiologically Inspired Long-Term Memory, M3-Agent: Multimodal Agent with Long-Term Memory, Memory OS of AI Agent | [object Object] | [object Object] | md | |
| 20260423_ai_reasoning_deep_learning_symbolic_neural | paper_analysis | reasoning, symbolic_reasoning, llm, knowledge_graph, neuro_science, cognitive_science | beihang_university | 100 | | | AI Reasoning in Deep Learning Era: From Symbolic AI to Neural Symbolic AI | attentive_reasoning_queries | [object Object] | [object Object] | md | |
| 20260423_attentive_reasoning_queries | paper_analysis | llm, agent_architecture, reasoning, cognitive_science, context_engineering | emcie_co | 100 | | | Attentive Reasoning Queries: Optimizing Instruction-Following in LLMs | ai_reasoning_deep_learning_symbolic_neural | [object Object] | [object Object] | md | |
| 20260425_chain_of_thought_prompting_elicits_reasoning | paper_analysis | llm, reasoning, cognitive_science, context_engineering, multi_hop_reasoning | google_brain, chain_of_thought, gsm8k | 100 | | | Chain-of-Thought Prompting Elicits Reasoning in Large Language Models | | [object Object] | [object Object] | md | |
| 20260429_agent_workflow_memory | paper_analysis | agent_architecture, memory_mechanism, llm, gui_agent, long_term_memory, cognitive_science | cmu, mit, mind2web, webarena | 100 | | | Agent Workflow Memory | disentangling_memory_reasoning_llm | [object Object] | [object Object] | md | |
| 20260429_disentangling_memory_reasoning_llm | paper_analysis | memory_mechanism, reasoning, llm, multi_hop_reasoning, chain_of_thought, cognitive_science | rutgers_university, ohio_state_university, ucsb, truthfulqa, strategyqa, commonsenseqa | 100 | | | Disentangling Memory and Reasoning Ability in Large Language Models | agent_workflow_memory | [object Object] | [object Object] | md | |
| 20260528_CORE_contrastive_reflection_reasoning | paper_analysis | reasoning, memory_mechanism, self_evolving_agents, contrastive_reflection, reinforce_learning, cognitive_science | stanford_iris_lab, grpo, memgpt | 100 | | | CORE: Contrastive Reflection Enables Rapid Improvements in Reasoning | Can RL Teach Long-Horizon Reasoning to LLMs? Expressiveness Is Key, MemLineage: Lineage-Guided Enforcement for LLM Agent Memory, AMR-SD: Asymmetric Meta-Reflective Self-Distillation for Token-Level Credit Assignment | [object Object] | [object Object] | md | |
| 20260713_metacognition_in_llms_foundations_progress_opportunities | paper_analysis, domain_survey | llm, reasoning, cognitive_science, memory_mechanism, agent_architecture | yale_university, uc_irvine | 100 | | | Metacognition in LLMs: Foundations, Progress, and Opportunities | chain_of_thought_prompting_elicits_reasoning, ai_reasoning_deep_learning_symbolic_neural, memory_os_of_ai_agent | [object Object] | [object Object] | md | |