reinforce_learning

Reinforcement learning theory and applications

Name	Categories	Topics	References	Credibility	Title	NavigationOrder	Eleventy	TemplateEngineOverride	RelatedNotes
20260423_agentevolver_self_evolving_agent	paper_analysis	agent_architecture, reinforce_learning, llm, reasoning	tongyi_lab, appworld, bfcl_v3	100	AgentEvolver: Towards Efficient Self-Evolving Agent System	[object Object]	[object Object]	md
20260427_agentsquare_automatic_llm_agent_search	paper_analysis	agent_architecture, llm, reasoning, memory_mechanism, reinforce_learning	tsinghua_fib_lab, neural_architecture_search	100	AgentSquare: Automatic LLM Agent Search in Modular Design Space	[object Object]	[object Object]	md
20260427_detecting_hallucinations_semantic_entropy	paper_analysis	llm, reasoning, agent_architecture, memory_mechanism, reinforce_learning	oatml_oxford, neural_architecture_search	100	Detecting hallucinations in large language models using semantic entropy	[object Object]	[object Object]	md
20260428_navigating_to_objects_in_the_real_world	paper_analysis	embodied_ai, reinforce_learning, sim_to_real, semantic_navigation	meta_ai, habitat_simulator	100	Navigating to objects in the real world	[object Object]	[object Object]	md
20260428_rubrics_as_rewards	paper_analysis	reinforce_learning, llm, reasoning, reward_modeling	scale_ai	95	Rubrics as Rewards: Reinforcement Learning Beyond Verifiable Domains	[object Object]	[object Object]	md
20260430_hallucination_survey_llm	paper_analysis	hallucination, llm, survey, rag, reinforce_learning	harbin_institute_of_technology	100	A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open Questions	[object Object]	[object Object]	md	catastrophic_forgetting_implicit_inference
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	[object Object]	[object Object]	md	self_evolving_agents_survey_asi, memory_os_of_ai_agent, agentevolver_self_evolving_agent, reasoningbank_scaling_agent_self_evolving_reasoning_memory
20260511_rl_long_horizon_reasoning_llm_expressiveness	paper_analysis	reinforce_learning, reasoning, llm, test_time_scaling, symbolic_reasoning	purdue_university, georgia_tech, scalelogic	100	Can RL Teach Long-Horizon Reasoning to LLMs? Expressiveness Is Key	[object Object]	[object Object]	md	chain_of_thought_prompting_elicits_reasoning, reasoningbank_scaling_agent_self_evolving_reasoning_memory
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	[object Object]	[object Object]	md	20260504_reasoningbank_scaling_agent_self_evolving_reasoning_memory, 20260511_rl_long_horizon_reasoning_llm_expressiveness
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	[object Object]	[object Object]	md	self_evolving_agents_survey_asi, skillos_learning_skill_curation_self_evolving_agents, aflow_automating_agentic_workflow_generation
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	[object Object]	[object Object]	md	rl_long_horizon_reasoning_llm_expressiveness, skillos_learning_skill_curation_self_evolving_agents
20260524_vector_policy_optimization_vpo	paper_analysis	reinforce_learning, llm, test_time_scaling, reasoning, reward_modeling	mit, grpo	100	Vector Policy Optimization: Training for Diversity Improves Test-Time Search	[object Object]	[object Object]	md
20260525_gated_deltanet_2_decoupling_erase_write_linear_attention	paper_analysis	memory_mechanism, llm, reasoning, long_term_memory, reinforce_learning	nvidia, deltanet	100	Gated DeltaNet-2: Decoupling Erase and Write in Linear Attention	[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	[object Object]	[object Object]	md	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
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	[object Object]	[object Object]	md	memory_os_of_ai_agent, hipporag_neurobiologically_inspired_long_term_memory, muse_autoskill_self_evolving_skill_memory
20260604_pretraining_recurrent_networks_without_recurrence	paper_analysis	memory_mechanism, recurrent_neural_networks, llm, reinforce_learning, neuro_science	mit, supervised_memory_training, backpropagation_through_time	100	Pretraining Recurrent Networks without Recurrence	[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	[object Object]	[object Object]	md	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
20260611_trace_unified_rollout_budget_allocation_agentic_rl	paper_analysis	reinforce_learning, reasoning, agent_architecture, test_time_scaling, llm	tsinghua_university, hotpotqa, bfcl_v3, monte_carlo_tree_search	100	TRACE: A Unified Rollout Budget Allocation Framework for Efficient Agentic Reinforcement Learning	[object Object]	[object Object]	md	rl_long_horizon_reasoning_llm_expressiveness, agent_memory_and_reasoning_frontier_survey_2026
20260624_world_models_in_pieces_structural_certification	paper_analysis	reinforce_learning, reasoning, agent_architecture, evaluation, foundation_agents	cuhk_shenzhen	100	World Models in Pieces: Structural Certification for General Agents	[object Object]	[object Object]	md	rl_long_horizon_reasoning_llm_expressiveness, agent_memory_characterization_system_implications
20260626_progress_advantage_llm_agents	paper_analysis	reinforce_learning, reward_modeling, test_time_scaling, agent_architecture, llm, reasoning	university_of_wisconsin_madison, argonne_national_laboratory	100	Neglected Free Lunch from Post-training: Progress Advantage for LLM Agents	[object Object]	[object Object]	md	rl_long_horizon_reasoning_llm_expressiveness, vector_policy_optimization_vpo, trace_unified_rollout_budget_allocation_agentic_rl
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	[object Object]	[object Object]	md	unlocking_working_memory_latent_reasoning, memory_os_of_ai_agent, memskill_learning_evolving_memory_skills
20260629_memory_r1_enhancing_llm_agents_manage_utilize_memories_rl	paper_analysis	agent_architecture, memory_mechanism, reinforce_learning, llm, long_term_memory	lmu_munich, mem0, locomo_bench, grpo	100	Memory-R1: Enhancing Large Language Model Agents to Manage and Utilize Memories via Reinforcement Learning	[object Object]	[object Object]	md	memgpt_towards_llms_as_operating_systems, muse_autoskill_self_evolving_skill_memory, gems_agent_native_multimodal_generation_memory_skills, amr_sd_token_level_credit_assignment, agent_memory_characterization_system_implications
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	[object Object]	[object Object]	md	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
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	[object Object]	[object Object]	md	rl_long_horizon_reasoning, vector_policy_optimization
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	[object Object]	[object Object]	md	demopsd_disagreement_modulated_policy_self_distillation, llm_agents_social_structure_latent_objective_emergence, recontext_recursive_evidence_replay, evolvenav_proactive_preflection_self_evolving_memory
20260708_adacurl_adaptive_curriculum_rl	paper_analysis	reinforce_learning, llm, reasoning, agent_architecture, evaluation	amap	100	AdaCuRL: Adaptive Curriculum Reinforcement Learning with Invalid Sample Mitigation and Historical Revisiting	[object Object]	[object Object]	md
20260714_rubrics_as_rewards_reinforcement_learning_beyond_verifiable_domains	paper_analysis	reinforce_learning, reward_modeling, llm, reasoning, evaluation	scale_ai	100	Rubrics as Rewards: Reinforcement Learning Beyond Verifiable Domains	[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	[object Object]	[object Object]	md	20260703_self_evolving_world_models_llm_agent_planning, 20260719_searchos_v1_open_domain_information_seeking_agent_collaboration
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