self_evolving

Research on agents that can self-improve and evolve their capabilities through experience and reasoning

Name	Categories	Topics	References	Credibility	Title	RelatedNotes	NavigationOrder	Eleventy	TemplateEngineOverride
20260419_memskill_learning_evolving_memory_skills	paper_analysis	self_evolving_agents, memory_mechanism, agent_architecture, llm, long_term_memory	nanyang_technological_university, tsinghua_university, university_of_illinois_urbana_champaign	100	MemSkill: Learning and Evolving Memory Skills for Self-Evolving Agents	GEMS: Agent-Native Multimodal Generation with Memory and Skills	[object Object]	[object Object]	md
20260504_reasoningbank_scaling_agent_self_evolving_reasoning_memory	paper_analysis	self_evolving_agents, reasoning_memory, test_time_scaling, agent_architecture, memory_mechanism	google_cloud_ai_research, webarena, mind2web, swebench_verified	100	ReasoningBank: Scaling Agent Self-Evolving with Reasoning Memory	Self-Evolving Agents: A Survey	[object Object]	[object Object]	md
20260504_self_evolving_agents_survey_asi	paper_analysis	self_evolving_agents, artificial_super_intelligence, survey, agent_architecture, memory_mechanism	princeton_university, tsinghua_university, sjtu, google_cloud_ai_research	100	A Survey of Self-Evolving Agents: What, When, How, and Where to Evolve on the Path to Artificial Super Intelligence	ReasoningBank: Scaling Agent Self-Evolving with Reasoning Memory	[object Object]	[object Object]	md
20260506_openclaw_rl_train_any_agent_simply_by_talking	paper_analysis	reinforce_learning, agent_architecture, llm, self_evolving_agents, reasoning	gen_verse	100	OpenClaw-RL: Train Any Agent Simply by Talking		[object Object]	[object Object]	md
20260509_skillos_learning_skill_curation_self_evolving_agents	paper_analysis	agent_architecture, memory_mechanism, reinforce_learning, self_evolving_agents, skill_curation	google_cloud_ai_research, grpo, skillos, alfworld	100	SkillOS: Learning Skill Curation for Self-Evolving Agents	self_evolving_agents_survey_asi, memory_os_of_ai_agent, agentevolver_self_evolving_agent, reasoningbank_scaling_agent_self_evolving_reasoning_memory	[object Object]	[object Object]	md
20260515_harnessing_agentic_evolution	paper_analysis	agent_architecture, self_evolving_agents, reasoning, memory_mechanism, reinforce_learning, workflow_optimization	deepwisdom, hkust_gz, sjtu, tsinghua_university, nanyang_technological_university	100	harnessing_agentic_evolution	self_evolving_agents_survey_asi, skillos_learning_skill_curation_self_evolving_agents, aflow_automating_agentic_workflow_generation	[object Object]	[object Object]	md
20260520_amr_sd_token_level_credit_assignment	paper_analysis	reinforce_learning, reasoning, llm, reward_modeling, self_evolving_agents	grpo, dapo, meituan, sciknoweval	100	AMR-SD: Asymmetric Meta-Reflective Self-Distillation for Token-Level Credit Assignment	rl_long_horizon_reasoning_llm_expressiveness, skillos_learning_skill_curation_self_evolving_agents	[object Object]	[object Object]	md
20260523_moss_self_evolution_source_level_rewriting	paper_analysis	self_evolving_agents, agent_architecture, llm, multi_agent_systems	claw, hkust_gz	100	MOSS: Self-Evolution through Source-Level Rewriting in Autonomous Agent Systems	methodology_selecting_composing_runtime_architecture_patterns_production_llm_agents, skillos_learning_skill_curation_self_evolving_agents, agent_memory_and_reasoning_frontier_survey_2026	[object Object]	[object Object]	md
20260526_skillopt_executive_strategy_self_evolving_agent_skills	paper_analysis	self_evolving_agents, skill_curation, agent_architecture, reasoning, workflow_optimization	microsoft_research_asia, sjtu	100	SkillOpt: Executive Strategy for Self-Evolving Agent Skills	skillos, moss, harnessing_agentic_evolution, self_evolving_agents_survey	[object Object]	[object Object]	md
20260527_scaling_harness_agentic_ai	paper_analysis	agent_architecture, memory_mechanism, reasoning, self_evolving_agents, multi_agent_systems	uc_berkeley, cheetahclaws	100	From Model Scaling to System Scaling: Scaling the Harness in Agentic AI	MemLineage, MemGPT, SkillOS, CalMem	[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
20260528_muse_autoskill_self_evolving_skill_memory	paper_analysis	agent_architecture, memory_mechanism, self_evolving_agents, skill_curation, continual_learning	bytedance_seed, skillsbench, muse_autoskill	100	MUSE-Autoskill: Self-Evolving Agents via Skill Creation, Memory, Management, and Evaluation	skillos_learning_skill_curation_self_evolving_agents, skillopt_executive_strategy_self_evolving_agent_skills, agent_memory_and_reasoning_frontier_survey_2026	[object Object]	[object Object]	md
20260529_agent_lifespan_engineering_for_deployed_systems	paper_analysis	memory_mechanism, long_term_memory, agent_architecture, evaluation, self_evolving_agents	ut_austin	100	Your Agents Are Aging Too: Agent Lifespan Engineering for Deployed Systems	Your Agents Are Aging Too: Agent Lifespan Engineering for Deployed Systems	[object Object]	[object Object]	md
20260603_agentcl_continual_learning_language_agents	paper_analysis	continual_learning, memory_mechanism, agent_architecture, evaluation, self_evolving_agents	agentcl, ohio_state_university	100	AGENTCL: Toward Rigorous Evaluation of Continual Learning in Language Agents	learning_fast_slow_llms_adapt_continually, meme_multi_entity_evolving_memory_evaluation, muse_autoskill_self_evolving_skill_memory	[object Object]	[object Object]	md
20260604_language_models_need_sleep_self_modify_consolidate_memories	paper_analysis	memory_mechanism, self_evolving_agents, continual_learning, reinforce_learning, reasoning, llm	google_brain, knowledge_seeding, sleep_paradigm	100	Language Models Need Sleep: Learning to Self-Modify and Consolidate Memories	memory_os_of_ai_agent, hipporag_neurobiologically_inspired_long_term_memory, muse_autoskill_self_evolving_skill_memory	[object Object]	[object Object]	md
20260605_aip_graph_representation_for_learning_and_governing_agent_skills	paper_analysis	agent_architecture, skill_curation, self_evolving_agents, reasoning, workflow_optimization	skillsbench, agent_instruction_protocol	95	AIP: A Graph Representation for Learning and Governing Agent Skills	skillos_learning_skill_curation_self_evolving_agents, muse_autoskill_self_evolving_skill_memory, aflow_automating_agentic_workflow_generation, apwa_parallelizable_agentic_workflows	[object Object]	[object Object]	md
20260609_socratic_swe_self_evolving_coding_agents_trace_derived_skills	paper_analysis	self_evolving_agents, memory_mechanism, skill_curation, reinforce_learning, reasoning	sjtu, swebench_verified, terminalbench_2, grpo, skillos	100	Socratic-SWE: Self-Evolving Coding Agents via Trace-Derived Agent Skills	skillos_learning_skill_curation_self_evolving_agents, skillopt_executive_strategy_self_evolving_agent_skills, aflow_automating_agentic_workflow_generation, scaling_harness_agentic_ai, meme_multi_entity_evolving_memory_evaluation	[object Object]	[object Object]	md
20260617_evolvenav_proactive_preflection_self_evolving_memory	paper_analysis	embodied_ai, semantic_navigation, self_evolving_agents, llm, memory_mechanism	hkust_gz, nanyang_technological_university, habitat_simulator	100	EvolveNav: Proactive Preflection and Self-Evolving Memory for Zero-Shot Object Goal Navigation		[object Object]	[object Object]	md
20260624_self_harness	paper_analysis	agent_architecture, self_evolving_agents, llm, reasoning, test_time_scaling	shanghai_ai_lab, terminalbench_2	100	Self-Harness: Harnesses That Improve Themselves		[object Object]	[object Object]	md
20260627_joint_learning_experiential_rules_policies_llm_agents	paper_analysis	memory_mechanism, reinforce_learning, self_evolving_agents, reasoning, agent_architecture	alfworld, grpo, sun_yat_sen_university	100	Joint Learning of Experiential Rules and Policies for Large Language Model Agents	unlocking_working_memory_latent_reasoning, memory_os_of_ai_agent, memskill_learning_evolving_memory_skills	[object Object]	[object Object]	md
20260701_severa_verified_synthesis_self_evolving_agents	paper_analysis	agent_architecture, self_evolving_agents, reinforce_learning, reasoning, agent_security	university_of_illinois_urbana_champaign, grpo, tau_squared_bench	100	SEVerA: Verified Synthesis of Self-Evolving Agents	skillos_learning_skill_curation_self_evolving_agents, muse_autoskill_self_evolving_skill_memory, trace_unified_rollout_budget_agentic_rl, amr_sd_token_level_credit_assignment, agent_memory_characterization_system_implications	[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
20260706_demopsd_disagreement_modulated_policy_self_distillation	paper_analysis	reinforce_learning, reasoning, llm, self_evolving_agents	grpo, sciknoweval, kl_distillation, gpqa	100	DemoPSD: Disagreement-Modulated Policy Self-Distillation	rl_long_horizon_reasoning, vector_policy_optimization	[object Object]	[object Object]	md
20260707_evopolicygym_evaluating_autonomous_policy_evolution	paper_analysis	embodied_ai, reinforce_learning, self_evolving_agents, evaluation, agent_architecture	cuhk_shenzhen, sjtu, tsinghua_university, ustc	100	EvoPolicyGym: Evaluating Autonomous Policy Evolution in Interactive Environments	demopsd_disagreement_modulated_policy_self_distillation, llm_agents_social_structure_latent_objective_emergence, recontext_recursive_evidence_replay, evolvenav_proactive_preflection_self_evolving_memory	[object Object]	[object Object]	md
20260716_immersion_in_github_universe_scaling_coding_agents_mastery	paper_analysis	multi_agent_systems, software_engineering, coding_agents, self_evolving_agents, data_scaling	renmin_university, bytedance_seed, swe_bench	100	Immersion in the GitHub Universe: Scaling Coding Agents to Mastery	20260710_loger_long_context_geometric_reconstruction, 20260708_solving_million_step_llm_zero_errors	[object Object]	[object Object]	md
20260725_evolving_commitments_self_adaptive_sts	paper_analysis	multi_agent_systems, agent_architecture, software_engineering, self_evolving_agents, reasoning	fudan_university, the_open_university, university_of_trento	100	Evolving Commitments for Self-Adaptive Socio-Technical Systems		[object Object]	[object Object]	md