continual_learning

Research on continual learning and lifelong adaptation in machine learning systems, including methods to mitigate catastrophic forgetting and maintain plasticity

Name	Categories	Topics	References	Credibility	Title	RelatedNotes	NavigationOrder	Eleventy	TemplateEngineOverride
20260512_learning_fast_slow_llms_adapt_continually	paper_analysis	catastrophic_forgetting, continual_learning, memory_mechanism, reinforce_learning, llm	uc_berkeley	100	Learning, Fast and Slow: Towards LLMs That Adapt Continually	20260504_reasoningbank_scaling_agent_self_evolving_reasoning_memory, 20260511_rl_long_horizon_reasoning_llm_expressiveness	[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
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
20260724_pro_long_programmatic_memory_long_horizon_reasoning	paper_analysis	memory_mechanism, agent_architecture, reasoning, long_term_memory, coding_agents, continual_learning	duke_university, arc_agi, chain_of_thought	100	PRO-LONG: Programmatic Memory Enables Long-Horizon Reasoning		[object Object]	[object Object]	md