| 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 | |
| 20260520_skillgenbench_benchmarking_skill_generation_llm_agents | paper_analysis | agent_architecture, evaluation, skill_curation, llm, reasoning | quanta_alpha, sjtu, pku, nus, xjtu, tsinghua_university, sufe, ntu, ucas | 100 | | | SkillGenBench: Benchmarking Skill Generation Pipelines for LLM Agents | ontology_skill_analysis | [object Object] | [object Object] | md | |
| 20260610_searchswarm_delegation_intelligence_agentic_llm_long_horizon_research | paper_analysis | agent_architecture, multi_agent_systems, reasoning, workflow_optimization, reasoning_memory | tsinghua_university, pku, ant_group, browsecomp, searchswarm | 100 | | | SearchSwarm: Towards Delegation Intelligence in Agentic LLMs for Long-Horizon Deep Research | lintree_explicitly_structured_search_histories, aip_graph_representation_for_learning_and_governing_agent_skills, aflow_automating_agentic_workflow_generation, apwa_parallelizable_agentic_workflows, scaling_large_language_model_multi_agent_collaboration | [object Object] | [object Object] | md | |
| 20260702_memory_in_the_age_of_ai_agents_a_survey | paper_analysis | memory_mechanism, agent_architecture, survey, llm, long_term_memory | nus, fudan_university, pku, renmin_university_of_china | 100 | | | Memory in the Age of AI Agents: A Survey — Forms, Functions and Dynamics | | [object Object] | [object Object] | md | |
| 20260723_copy_less_ground_more_evidence_aware_rl | paper_analysis | reasoning, reinforce_learning, reward_modeling, context_engineering, llm | pku, alibaba_group, gear, gspo, ruler_benchmark | 100 | | | Copy Less, Ground More: Overcoming Repetitive Copying in Long-Context Reasoning via Evidence-Aware Reinforcement Learning | 20260703_self_evolving_world_models_llm_agent_planning, 20260719_searchos_v1_open_domain_information_seeking_agent_collaboration | [object Object] | [object Object] | md | |