Purdy0228/rl-method-tracker · Datasets at Hugging Face

arxiv stringlengths 10 10	title stringlengths 9 175	month stringdate 2025-01-01 00:00:00 2026-06-01 00:00:00	label stringclasses 7 values	scope stringclasses 2 values	component stringclasses 12 values	label_confidence stringclasses 3 values	is_model_report bool 2 classes	general_method bool 2 classes	included bool 2 classes	methods listlengths 0 5	n_frameworks_ever int64 0 7	n_frameworks_at_snapshot int64 0 7
2501.00039	Speech Recognition With LLMs Adapted to Disordered Speech Using Reinforcement Learning	2025-01	rl_application	null	null	high	false	false	false	[]	0	0
2501.00226	Generative Emergent Communication: Large Language Model is a Collective World Model	2025-01	other	null	null	high	false	false	false	[]	0	0
2501.00562	An Overview and Discussion on Using Large Language Models for Implementation Generation of Solutions to Open-Ended Problems	2025-01	other	null	null	high	false	false	false	[]	0	0
2501.00581	Are the Values of LLMs Structurally Aligned with Humans? A Causal Perspective	2025-01	other	null	null	high	false	false	false	[]	0	0
2501.00656	2 OLMo 2 Furious	2025-01	rl_application	null	null	high	true	false	false	[]	0	0
2501.01332	Decoding Knowledge in Large Language Models: A Framework for Categorization and Comprehension	2025-01	analysis	null	null	medium	false	false	false	[]	0	0
2501.01830	Auto-RT: Automatic Jailbreak Strategy Exploration for Red-Teaming Large Language Models	2025-01	rl_method	embedded	sampling	low	false	false	false	[]	0	0
2501.02189	A Survey of State of the Art Large Vision Language Models: Alignment, Benchmark, Evaluations and Challenges	2025-01	other	null	null	high	false	false	false	[]	0	0
2501.02790	Segmenting Text and Learning Their Rewards for Improved RLHF in Language Model	2025-01	rl_method	general	credit_assignment	high	false	true	false	[]	0	0
2501.02997	CALM: Curiosity-Driven Auditing for Large Language Models	2025-01	rl_application	null	null	high	false	false	false	[]	0	0
2501.03262	REINFORCE++: Stabilizing Critic-Free Policy Optimization with Global Advantage Normalization	2025-01	rl_method	general	advantage	high	false	true	true	[ "reinforce_pp" ]	5	5
2501.03486	Align-Pro: A Principled Approach to Prompt Optimization for LLM Alignment	2025-01	other	null	null	high	false	false	false	[]	0	0
2501.03884	AlphaPO: Reward Shape Matters for LLM Alignment	2025-01	preference_offline	null	null	high	false	false	false	[]	0	0
2501.04070	More is not always better? Enhancing Many-Shot In-Context Learning with Differentiated and Reweighting Objectives	2025-01	other	null	null	high	false	false	false	[]	0	0
2501.04682	Towards System 2 Reasoning in LLMs: Learning How to Think With Meta Chain-of-Thought	2025-01	other	null	null	high	false	false	false	[]	0	0
2501.04686	Unlocking Multimodal Mathematical Reasoning via Process Reward Model	2025-01	rl_method	embedded	credit_assignment	low	true	false	false	[]	0	0
2501.05057	LearningFlow: Automated Policy Learning Workflow for Urban Driving with Large Language Models	2025-01	other	null	null	high	false	false	false	[]	0	0
2501.05366	Search-o1: Agentic Search-Enhanced Large Reasoning Models	2025-01	other	null	null	high	false	false	false	[]	0	0
2501.05790	Understanding Impact of Human Feedback via Influence Functions	2025-01	other	null	null	high	false	false	false	[]	0	0
2501.06248	Utility-inspired Reward Transformations Improve Reinforcement Learning Training of Language Models	2025-01	rl_method	general	multi_reward	high	false	true	false	[]	0	0
2501.06252	Transformer-Squared: Self-adaptive LLMs	2025-01	other	null	null	high	false	false	false	[]	0	0
2501.06423	AlgoPilot: Fully Autonomous Program Synthesis Without Human-Written Programs	2025-01	other	null	null	low	false	false	false	[]	0	0
2501.06655	Personalized Preference Fine-tuning of Diffusion Models	2025-01	other	null	null	high	false	false	false	[]	0	0
2501.06695	DVM: Towards Controllable LLM Agents in Social Deduction Games	2025-01	rl_application	null	null	low	false	false	false	[]	0	0
2501.06842	SPAM: Spike-Aware Adam with Momentum Reset for Stable LLM Training	2025-01	other	null	null	high	false	false	false	[]	0	0
2501.06911	Risk-Averse Finetuning of Large Language Models	2025-01	rl_method	embedded	other	high	false	false	false	[]	0	0
2501.06980	Combining LLM decision and RL action selection to improve RL policy for adaptive interventions	2025-01	other	null	null	high	false	false	false	[]	0	0
2501.07324	Foundation Models at Work: Fine-Tuning for Fairness in Algorithmic Hiring	2025-01	rl_application	null	null	high	false	false	false	[]	0	0
2501.07886	Iterative Label Refinement Matters More than Preference Optimization under Weak Supervision	2025-01	other	null	null	high	false	false	false	[]	0	0
2501.08071	CuAsmRL: Optimizing GPU SASS Schedules via Deep Reinforcement Learning	2025-01	other	null	null	high	false	false	false	[]	0	0
2501.08156	Are DeepSeek R1 And Other Reasoning Models More Faithful?	2025-01	analysis	null	null	high	false	false	false	[]	0	0
2501.08598	LlamaRestTest: Effective REST API Testing with Small Language Models	2025-01	other	null	null	high	false	false	false	[]	0	0
2501.08600	AutoRestTest: A Tool for Automated REST API Testing Using LLMs and MARL	2025-01	other	null	null	high	false	false	false	[]	0	0
2501.08925	Disentangling Exploration of Large Language Models by Optimal Exploitation	2025-01	other	null	null	high	false	false	false	[]	0	0
2501.09254	Clone-Robust AI Alignment	2025-01	other	null	null	high	false	false	false	[]	0	0
2501.09620	Beyond Reward Hacking: Causal Rewards for Large Language Model Alignment	2025-01	other	null	null	high	false	false	false	[]	0	0
2501.09685	Inference-Time Alignment in Diffusion Models with Reward-Guided Generation: Tutorial and Review	2025-01	other	null	null	high	false	false	false	[]	0	0
2501.09686	Towards Large Reasoning Models: A Survey of Reinforced Reasoning with Large Language Models	2025-01	other	null	null	high	false	false	false	[]	0	0
2501.09766	iTool: Reinforced Fine-Tuning with Dynamic Deficiency Calibration for Advanced Tool Use	2025-01	preference_offline	null	null	high	false	false	false	[]	0	0
2501.10120	PaSa: An LLM Agent for Comprehensive Academic Paper Search	2025-01	rl_application	null	null	high	true	false	false	[]	0	0
2501.11006	GREEN-CODE: Learning to Optimize Energy Efficiency in LLM-based Code Generation	2025-01	other	null	null	high	false	false	false	[]	0	0
2501.11110	Chain-of-Reasoning: Towards Unified Mathematical Reasoning in Large Language Models via a Multi-Paradigm Perspective	2025-01	other	null	null	high	true	false	false	[]	0	0
2501.11223	Reasoning Language Models: A Blueprint	2025-01	other	null	null	high	false	false	false	[]	0	0
2501.11284	RedStar: Does Scaling Long-CoT Data Unlock Better Slow-Reasoning Systems?	2025-01	other	null	null	high	true	false	false	[]	0	0
2501.11417	Neural Contextual Reinforcement Framework for Logical Structure Language Generation	2025-01	rl_application	null	null	low	false	false	false	[]	0	0
2501.11463	Curiosity-Driven Reinforcement Learning from Human Feedback	2025-01	rl_method	general	other	high	false	true	false	[]	0	0
2501.11621	Trojan Detection Through Pattern Recognition for Large Language Models	2025-01	other	null	null	high	false	false	false	[]	0	0
2501.11651	T1: Advancing Language Model Reasoning through Reinforcement Learning and Inference Scaling	2025-01	rl_method	embedded	sampling	high	true	false	false	[]	0	0
2501.12051	MedS^3: Towards Medical Slow Thinking with Self-Evolved Soft Dual-sided Process Supervision	2025-01	rl_method	embedded	credit_assignment	high	false	false	false	[]	0	0
2501.12368	InternLM-XComposer2.5-Reward: A Simple Yet Effective Multi-Modal Reward Model	2025-01	other	null	null	medium	true	false	false	[]	0	0
2501.12539	Compositional Instruction Following with Language Models and Reinforcement Learning	2025-01	other	null	null	low	false	false	false	[]	0	0
2501.12570	O1-Pruner: Length-Harmonizing Fine-Tuning for O1-Like Reasoning Pruning	2025-01	rl_method	general	length	high	false	true	false	[]	0	0
2501.12599	Kimi k1.5: Scaling Reinforcement Learning with LLMs	2025-01	rl_method	embedded	other	low	true	false	false	[]	0	0
2501.12698	Training Dialogue Systems by AI Feedback for Improving Overall Dialogue Impression	2025-01	rl_application	null	null	high	false	false	false	[]	0	0
2501.12735	Online Preference Alignment for Language Models via Count-based Exploration	2025-01	rl_method	general	other	high	false	true	false	[]	0	0
2501.12948	DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning	2025-01	rl_application	null	null	high	true	false	false	[]	0	0
2501.13011	MONA: Myopic Optimization with Non-myopic Approval Can Mitigate Multi-step Reward Hacking	2025-01	rl_method	general	other	high	false	true	false	[]	0	0
2501.13264	OpenGenAlign: A Preference Dataset and Benchmark for Trustworthy Reward Modeling in Open-Ended, Long-Context Generation	2025-01	other	null	null	high	false	false	false	[]	0	0
2501.13333	AgentRec: Agent Recommendation Using Sentence Embeddings Aligned to Human Feedback	2025-01	other	null	null	high	false	false	false	[]	0	0
2501.13896	GUI-Bee: Align GUI Action Grounding to Novel Environments via Autonomous Exploration	2025-01	other	null	null	high	false	false	false	[]	0	0
2501.13927	CRPO: Confidence-Reward Driven Preference Optimization for Machine Translation	2025-01	preference_offline	null	null	high	false	false	false	[]	0	0
2501.14225	Multi-agent KTO: Reinforcing Strategic Interactions of Large Language Model in Language Game	2025-01	preference_offline	null	null	high	false	false	false	[]	0	0
2501.15228	Improving Retrieval-Augmented Generation through Multi-Agent Reinforcement Learning	2025-01	rl_application	null	null	high	false	false	false	[]	0	0
2501.15304	Music Generation using Human-In-The-Loop Reinforcement Learning	2025-01	other	null	null	high	false	false	false	[]	0	0
2501.15453	Data-adaptive Safety Rules for Training Reward Models	2025-01	other	null	null	high	true	false	false	[]	0	0
2501.15942	TimeHF: Billion-Scale Time Series Models Guided by Human Feedback	2025-01	other	null	null	high	true	false	false	[]	0	0
2501.15971	REINFORCE-ING Chemical Language Models for Drug Discovery	2025-01	other	null	null	low	false	false	false	[]	0	0
2501.16215	Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection	2025-01	other	null	null	high	false	false	false	[]	0	0
2501.16664	Improving Vision-Language-Action Model with Online Reinforcement Learning	2025-01	rl_method	general	other	low	false	true	false	[]	0	0
2501.16727	xJailbreak: Representation Space Guided Reinforcement Learning for Interpretable LLM Jailbreaking	2025-01	rl_application	null	null	high	false	false	false	[]	0	0
2501.17030	Challenges in Ensuring AI Safety in DeepSeek-R1 Models: The Shortcomings of Reinforcement Learning Strategies	2025-01	other	null	null	high	false	false	false	[]	0	0
2501.17104	COS(M+O)S: Curiosity and RL-Enhanced MCTS for Exploring Story Space via Language Models	2025-01	preference_offline	null	null	high	false	false	false	[]	0	0
2501.17112	Decoding Human Preferences in Alignment: An Improved Approach to Inverse Constitutional AI	2025-01	other	null	null	high	false	false	false	[]	0	0
2501.17148	AxBench: Steering LLMs? Even Simple Baselines Outperform Sparse Autoencoders	2025-01	other	null	null	high	false	false	false	[]	0	0
2501.17206	Integrating Reinforcement Learning and AI Agents for Adaptive Robotic Interaction and Assistance in Dementia Care	2025-01	other	null	null	high	false	false	false	[]	0	0
2501.17974	Think Smarter not Harder: Adaptive Reasoning with Inference Aware Optimization	2025-01	rl_method	general	length	high	false	true	false	[]	0	0
2501.18101	Diverse Preference Optimization	2025-01	preference_offline	null	null	high	false	false	false	[]	0	0
2501.18663	Joint Optimization of Prompt Security and System Performance in Edge-Cloud LLM Systems	2025-01	other	null	null	high	false	false	false	[]	0	0
2501.18668	Simulation Streams: A Programming Paradigm for Controlling Large Language Models and Building Complex Systems with Generative AI	2025-01	other	null	null	high	false	false	false	[]	0	0
2501.18858	BRiTE: Bootstrapping Reinforced Thinking Process to Enhance Language Model Reasoning	2025-01	rl_method	general	other	low	false	true	false	[]	0	0
2501.18880	RLS3: RL-Based Synthetic Sample Selection to Enhance Spatial Reasoning in Vision-Language Models for Indoor Autonomous Perception	2025-01	other	null	null	high	false	false	false	[]	0	0
2501.19153	Test-Time Training Scaling Laws for Chemical Exploration in Drug Design	2025-01	other	null	null	high	false	false	false	[]	0	0
2501.19266	Jackpot! Alignment as a Maximal Lottery	2025-01	rl_method	general	other	medium	false	true	false	[]	0	0
2501.19358	The Energy Loss Phenomenon in RLHF: A New Perspective on Mitigating Reward Hacking	2025-01	rl_method	general	entropy	high	false	true	false	[]	0	0
2501.19400	Vintix: Action Model via In-Context Reinforcement Learning	2025-01	other	null	null	high	true	false	false	[]	0	0
2502.00212	STP: Self-play LLM Theorem Provers with Iterative Conjecturing and Proving	2025-02	other	null	null	high	false	false	false	[]	0	0
2502.00409	Doing More with Less: A Survey on Routing Strategies for Resource Optimisation in Large Language Model-Based Systems	2025-02	other	null	null	high	false	false	false	[]	0	0
2502.00640	CollabLLM: From Passive Responders to Active Collaborators	2025-02	rl_method	general	credit_assignment	high	false	true	true	[ "collabllm" ]	1	1
2502.00657	LLM Safety Alignment is Divergence Estimation in Disguise	2025-02	preference_offline	null	null	low	false	false	false	[]	0	0
2502.00666	Avoiding exp(R_{max)} scaling in RLHF through Preference-based Exploration	2025-02	rl_method	general	other	low	false	true	false	[]	0	0
2502.00691	To Code or not to Code? Adaptive Tool Integration for Math Language Models via Expectation-Maximization	2025-02	rl_method	general	offpolicy	high	false	true	false	[]	0	0
2502.00698	MM-IQ: Benchmarking Human-Like Abstraction and Reasoning in Multimodal Models	2025-02	rl_application	null	null	high	true	false	false	[]	0	0
2502.00792	RTBAgent: A LLM-based Agent System for Real-Time Bidding	2025-02	other	null	null	high	false	false	false	[]	0	0
2502.00814	Disentangling Length Bias In Preference Learning Via Response-Conditioned Modeling	2025-02	preference_offline	null	null	high	false	false	false	[]	0	0
2502.01203	KL-Regularized RLHF with Multiple Reference Models: Exact Solutions and Sample Complexity	2025-02	analysis	null	null	high	false	false	false	[]	0	0
2502.01208	On Almost Surely Safe Alignment of Large Language Models at Inference-Time	2025-02	other	null	null	high	false	false	false	[]	0	0
2502.01236	Eliciting Language Model Behaviors with Investigator Agents	2025-02	preference_offline	null	null	high	false	false	false	[]	0	0
2502.01237	The Differences Between Direct Alignment Algorithms are a Blur	2025-02	preference_offline	null	null	high	false	false	false	[]	0	0
2502.01387	TeLL-Drive: Enhancing Autonomous Driving with Teacher LLM-Guided Deep Reinforcement Learning	2025-02	other	null	null	high	false	false	false	[]	0	0
2502.01456	Process Reinforcement through Implicit Rewards	2025-02	rl_method	general	credit_assignment	high	false	true	true	[ "prime" ]	1	1

2501.00039

Speech Recognition With LLMs Adapted to Disordered Speech Using Reinforcement Learning

2025-01

rl_application

null

high

false

[]

0

2501.00226

Generative Emergent Communication: Large Language Model is a Collective World Model

2025-01

other

null

high

false

[]

0

2501.00562

An Overview and Discussion on Using Large Language Models for Implementation Generation of Solutions to Open-Ended Problems

2025-01

other

null

high

false

[]

0

2501.00581

Are the Values of LLMs Structurally Aligned with Humans? A Causal Perspective

2025-01

other

null

high

false

[]

0

2501.00656

2 OLMo 2 Furious

2025-01

rl_application

null

high

true

false

[]

0

2501.01332

Decoding Knowledge in Large Language Models: A Framework for Categorization and Comprehension

2025-01

analysis

null

medium

false

[]

0

2501.01830

Auto-RT: Automatic Jailbreak Strategy Exploration for Red-Teaming Large Language Models

2025-01

rl_method

embedded

sampling

low

false

[]

0

2501.02189

A Survey of State of the Art Large Vision Language Models: Alignment, Benchmark, Evaluations and Challenges

2025-01

other

null

high

false

[]

0

2501.02790

Segmenting Text and Learning Their Rewards for Improved RLHF in Language Model

2025-01

rl_method

general

credit_assignment

high

false

true

false

[]

0

2501.02997

CALM: Curiosity-Driven Auditing for Large Language Models

2025-01

rl_application

null

high

false

[]

0

2501.03262

REINFORCE++: Stabilizing Critic-Free Policy Optimization with Global Advantage Normalization

2025-01

rl_method

general

advantage

high

false

true

[ "reinforce_pp" ]

5

2501.03486

Align-Pro: A Principled Approach to Prompt Optimization for LLM Alignment

2025-01

other

null

high

false

[]

0

2501.03884

AlphaPO: Reward Shape Matters for LLM Alignment

2025-01

preference_offline

null

high

false

[]

0

2501.04070

More is not always better? Enhancing Many-Shot In-Context Learning with Differentiated and Reweighting Objectives

2025-01

other

null

high

false

[]

0

2501.04682

Towards System 2 Reasoning in LLMs: Learning How to Think With Meta Chain-of-Thought

2025-01

other

null

high

false

[]

0

2501.04686

Unlocking Multimodal Mathematical Reasoning via Process Reward Model

2025-01

rl_method

embedded

credit_assignment

low

true

false

[]

0

2501.05057

LearningFlow: Automated Policy Learning Workflow for Urban Driving with Large Language Models

2025-01

other

null

high

false

[]

0

2501.05366

Search-o1: Agentic Search-Enhanced Large Reasoning Models

2025-01

other

null

high

false

[]

0

2501.05790

Understanding Impact of Human Feedback via Influence Functions

2025-01

other

null

high

false

[]

0

2501.06248

Utility-inspired Reward Transformations Improve Reinforcement Learning Training of Language Models

2025-01

rl_method

general

multi_reward

high

false

true

false

[]

0

2501.06252

Transformer-Squared: Self-adaptive LLMs

2025-01

other

null

high

false

[]

0

2501.06423

AlgoPilot: Fully Autonomous Program Synthesis Without Human-Written Programs

2025-01

other

null

low

false

[]

0

2501.06655

Personalized Preference Fine-tuning of Diffusion Models

2025-01

other

null

high

false

[]

0

2501.06695

DVM: Towards Controllable LLM Agents in Social Deduction Games

2025-01

rl_application

null

low

false

[]

0

2501.06842

SPAM: Spike-Aware Adam with Momentum Reset for Stable LLM Training

2025-01

other

null

high

false

[]

0

2501.06911

Risk-Averse Finetuning of Large Language Models

2025-01

rl_method

embedded

other

high

false

[]

0

2501.06980

Combining LLM decision and RL action selection to improve RL policy for adaptive interventions

2025-01

other

null

high

false

[]

0

2501.07324

Foundation Models at Work: Fine-Tuning for Fairness in Algorithmic Hiring

2025-01

rl_application

null

high

false

[]

0

2501.07886

Iterative Label Refinement Matters More than Preference Optimization under Weak Supervision

2025-01

other

null

high

false

[]

0

2501.08071

CuAsmRL: Optimizing GPU SASS Schedules via Deep Reinforcement Learning

2025-01

other

null

high

false

[]

0

2501.08156

Are DeepSeek R1 And Other Reasoning Models More Faithful?

2025-01

analysis

null

high

false

[]

0

2501.08598

LlamaRestTest: Effective REST API Testing with Small Language Models

2025-01

other

null

high

false

[]

0

2501.08600

AutoRestTest: A Tool for Automated REST API Testing Using LLMs and MARL

2025-01

other

null

high

false

[]

0

2501.08925

Disentangling Exploration of Large Language Models by Optimal Exploitation

2025-01

other

null

high

false

[]

0

2501.09254

Clone-Robust AI Alignment

2025-01

other

null

high

false

[]

0

2501.09620

Beyond Reward Hacking: Causal Rewards for Large Language Model Alignment

2025-01

other

null

high

false

[]

0

2501.09685

Inference-Time Alignment in Diffusion Models with Reward-Guided Generation: Tutorial and Review

2025-01

other

null

high

false

[]

0

2501.09686

Towards Large Reasoning Models: A Survey of Reinforced Reasoning with Large Language Models

2025-01

other

null

high

false

[]

0

2501.09766

iTool: Reinforced Fine-Tuning with Dynamic Deficiency Calibration for Advanced Tool Use

2025-01

preference_offline

null

high

false

[]

0

2501.10120

PaSa: An LLM Agent for Comprehensive Academic Paper Search

2025-01

rl_application

null

high

true

false

[]

0

2501.11006

GREEN-CODE: Learning to Optimize Energy Efficiency in LLM-based Code Generation

2025-01

other

null

high

false

[]

0

2501.11110

Chain-of-Reasoning: Towards Unified Mathematical Reasoning in Large Language Models via a Multi-Paradigm Perspective

2025-01

other

null

high

true

false

[]

0

2501.11223

Reasoning Language Models: A Blueprint

2025-01

other

null

high

false

[]

0

2501.11284

RedStar: Does Scaling Long-CoT Data Unlock Better Slow-Reasoning Systems?

2025-01

other

null

high

true

false

[]

0

2501.11417

Neural Contextual Reinforcement Framework for Logical Structure Language Generation

2025-01

rl_application

null

low

false

[]

0

2501.11463

Curiosity-Driven Reinforcement Learning from Human Feedback

2025-01

rl_method

general

other

high

false

true

false

[]

0

2501.11621

Trojan Detection Through Pattern Recognition for Large Language Models

2025-01

other

null

high

false

[]

0

2501.11651

T1: Advancing Language Model Reasoning through Reinforcement Learning and Inference Scaling

2025-01

rl_method

embedded

sampling

high

true

false

[]

0

2501.12051

MedS^3: Towards Medical Slow Thinking with Self-Evolved Soft Dual-sided Process Supervision

2025-01

rl_method

embedded

credit_assignment

high

false

[]

0

2501.12368

InternLM-XComposer2.5-Reward: A Simple Yet Effective Multi-Modal Reward Model

2025-01

other

null

medium

true

false

[]

0

2501.12539

Compositional Instruction Following with Language Models and Reinforcement Learning

2025-01

other

null

low

false

[]

0

2501.12570

O1-Pruner: Length-Harmonizing Fine-Tuning for O1-Like Reasoning Pruning

2025-01

rl_method

general

length

high

false

true

false

[]

0

2501.12599

Kimi k1.5: Scaling Reinforcement Learning with LLMs

2025-01

rl_method

embedded

other

low

true

false

[]

0

2501.12698

Training Dialogue Systems by AI Feedback for Improving Overall Dialogue Impression

2025-01

rl_application

null

high

false

[]

0

2501.12735

Online Preference Alignment for Language Models via Count-based Exploration

2025-01

rl_method

general

other

high

false

true

false

[]

0

2501.12948

DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

2025-01

rl_application

null

high

true

false

[]

0

2501.13011

MONA: Myopic Optimization with Non-myopic Approval Can Mitigate Multi-step Reward Hacking

2025-01

rl_method

general

other

high

false

true

false

[]

0

2501.13264

OpenGenAlign: A Preference Dataset and Benchmark for Trustworthy Reward Modeling in Open-Ended, Long-Context Generation

2025-01

other

null

high

false

[]

0

2501.13333

AgentRec: Agent Recommendation Using Sentence Embeddings Aligned to Human Feedback

2025-01

other

null

high

false

[]

0

2501.13896

GUI-Bee: Align GUI Action Grounding to Novel Environments via Autonomous Exploration

2025-01

other

null

high

false

[]

0

2501.13927

CRPO: Confidence-Reward Driven Preference Optimization for Machine Translation

2025-01

preference_offline

null

high

false

[]

0

2501.14225

Multi-agent KTO: Reinforcing Strategic Interactions of Large Language Model in Language Game

2025-01

preference_offline

null

high

false

[]

0

2501.15228

Improving Retrieval-Augmented Generation through Multi-Agent Reinforcement Learning

2025-01

rl_application

null

high

false

[]

0

2501.15304

Music Generation using Human-In-The-Loop Reinforcement Learning

2025-01

other

null

high

false

[]

0

2501.15453

Data-adaptive Safety Rules for Training Reward Models

2025-01

other

null

high

true

false

[]

0

2501.15942

TimeHF: Billion-Scale Time Series Models Guided by Human Feedback

2025-01

other

null

high

true

false

[]

0

2501.15971

REINFORCE-ING Chemical Language Models for Drug Discovery

2025-01

other

null

low

false

[]

0

2501.16215

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection

2025-01

other

null

high

false

[]

0

2501.16664

Improving Vision-Language-Action Model with Online Reinforcement Learning

2025-01

rl_method

general

other

low

false

true

false

[]

0

2501.16727

xJailbreak: Representation Space Guided Reinforcement Learning for Interpretable LLM Jailbreaking

2025-01

rl_application

null

high

false

[]

0

2501.17030

Challenges in Ensuring AI Safety in DeepSeek-R1 Models: The Shortcomings of Reinforcement Learning Strategies

2025-01

other

null

high

false

[]

0

2501.17104

COS(M+O)S: Curiosity and RL-Enhanced MCTS for Exploring Story Space via Language Models

2025-01

preference_offline

null

high

false

[]

0

2501.17112

Decoding Human Preferences in Alignment: An Improved Approach to Inverse Constitutional AI

2025-01

other

null

high

false

[]

0

2501.17148

AxBench: Steering LLMs? Even Simple Baselines Outperform Sparse Autoencoders

2025-01

other

null

high

false

[]

0

2501.17206

Integrating Reinforcement Learning and AI Agents for Adaptive Robotic Interaction and Assistance in Dementia Care

2025-01

other

null

high

false

[]

0

2501.17974

Think Smarter not Harder: Adaptive Reasoning with Inference Aware Optimization

2025-01

rl_method

general

length

high

false

true

false

[]

0

2501.18101

Diverse Preference Optimization

2025-01

preference_offline

null

high

false

[]

0

2501.18663

Joint Optimization of Prompt Security and System Performance in Edge-Cloud LLM Systems

2025-01

other

null

high

false

[]

0

2501.18668

Simulation Streams: A Programming Paradigm for Controlling Large Language Models and Building Complex Systems with Generative AI

2025-01

other

null

high

false

[]

0

2501.18858

BRiTE: Bootstrapping Reinforced Thinking Process to Enhance Language Model Reasoning

2025-01

rl_method

general

other

low

false

true

false

[]

0

2501.18880

RLS3: RL-Based Synthetic Sample Selection to Enhance Spatial Reasoning in Vision-Language Models for Indoor Autonomous Perception

2025-01

other

null

high

false

[]

0

2501.19153

Test-Time Training Scaling Laws for Chemical Exploration in Drug Design

2025-01

other

null

high

false

[]

0

2501.19266

Jackpot! Alignment as a Maximal Lottery

2025-01

rl_method

general

other

medium

false

true

false

[]

0

2501.19358

The Energy Loss Phenomenon in RLHF: A New Perspective on Mitigating Reward Hacking

2025-01

rl_method

general

entropy

high

false

true

false

[]

0

2501.19400

Vintix: Action Model via In-Context Reinforcement Learning

2025-01

other

null

high

true

false

[]

0

2502.00212

STP: Self-play LLM Theorem Provers with Iterative Conjecturing and Proving

2025-02

other

null

high

false

[]

0

2502.00409

Doing More with Less: A Survey on Routing Strategies for Resource Optimisation in Large Language Model-Based Systems

2025-02

other

null

high

false

[]

0

2502.00640

CollabLLM: From Passive Responders to Active Collaborators

2025-02

rl_method

general

credit_assignment

high

false

true

[ "collabllm" ]

1

2502.00657

LLM Safety Alignment is Divergence Estimation in Disguise

2025-02

preference_offline

null

low

false

[]

0

2502.00666

Avoiding exp(R_{max)} scaling in RLHF through Preference-based Exploration

2025-02

rl_method

general

other

low

false

true

false

[]

0

2502.00691

To Code or not to Code? Adaptive Tool Integration for Math Language Models via Expectation-Maximization

2025-02

rl_method

general

offpolicy

high

false

true

false

[]

0

2502.00698

MM-IQ: Benchmarking Human-Like Abstraction and Reasoning in Multimodal Models

2025-02

rl_application

null

high

true

false

[]

0

2502.00792

RTBAgent: A LLM-based Agent System for Real-Time Bidding

2025-02

other

null

high

false

[]

0

2502.00814

Disentangling Length Bias In Preference Learning Via Response-Conditioned Modeling

2025-02

preference_offline

null

high

false

[]

0

2502.01203

KL-Regularized RLHF with Multiple Reference Models: Exact Solutions and Sample Complexity

2025-02

analysis

null

high

false

[]

0

2502.01208

On Almost Surely Safe Alignment of Large Language Models at Inference-Time

2025-02

other

null

high

false

[]

0

2502.01236

Eliciting Language Model Behaviors with Investigator Agents

2025-02

preference_offline

null

high

false

[]

0

2502.01237

The Differences Between Direct Alignment Algorithms are a Blur

2025-02

preference_offline

null

high

false

[]

0

2502.01387

TeLL-Drive: Enhancing Autonomous Driving with Teacher LLM-Guided Deep Reinforcement Learning

2025-02

other

null

high

false

[]

0

2502.01456

Process Reinforcement through Implicit Rewards

2025-02

rl_method

general

credit_assignment

high

false

true

[ "prime" ]

1