| 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 | |
| 20260602_lintree_explicitly_structured_search_histories | paper_analysis|paper_analysis | reasoning, llm, agent_architecture, memory_mechanism | nus, oatml_oxford | 100 | | | LinTree: Improving LLM Reasoning with Explicitly Structured Search Histories | chain_of_thought_prompting_elicits_reasoning | [object Object] | [object Object] | md | |
| 20260624_evoarena_tracking_memory_evolution | paper_analysis | memory_mechanism, agent_architecture, llm, evaluation, embodied_ai | nus, ntu, terminalbench_2 | 100 | | | EvoArena: Tracking Memory Evolution for Robust LLM Agents in Dynamic Environments | Self-Harness: Harnesses That Improve Themselves | [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 | |
| 20260703_self_evolving_world_models_llm_agent_planning | paper_analysis | world_model, self_evolving_agents, memory_mechanism, embodied_ai, reasoning | nus, alfworld, deepmind | 100 | | | Self-Evolving World Models for LLM Agent Planning | from_tokens_to_states_llms_world_models, world_models_in_pieces_structural_certification, memory_r1_enhancing_llm_agents_manage_utilize_memories_rl, stop_comparing_llm_agents_without_disclosing_harness | [object Object] | [object Object] | md | |
| 20260731_memrl_self_evolving_agents_runtime_rl_episodic_memory | paper_analysis | memory_mechanism, reinforce_learning, agent_architecture, llm, reasoning, long_term_memory | sjtu, xidian_university, nus, shanghai_innovation_institute, memtensor | 100 | | | MemRL: Self-Evolving Agents via Runtime Reinforcement Learning on Episodic Memory | | [object Object] | [object Object] | md | |