reward_modeling

Reward model design, RLHF, and reward signal engineering for reinforcement learning

Name	Categories	Topics	References	Credibility	Title	RelatedNotes	NavigationOrder	Eleventy	TemplateEngineOverride
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
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
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
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	rl_long_horizon_reasoning_llm_expressiveness, vector_policy_optimization_vpo, trace_unified_rollout_budget_allocation_agentic_rl	[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	20260703_self_evolving_world_models_llm_agent_planning, 20260719_searchos_v1_open_domain_information_seeking_agent_collaboration	[object Object]	[object Object]	md