{"total":64,"rows":[{"id":"2507.14843","title":"The Invisible Leash: Why RLVR May or May Not Escape Its Origin","created":"2025-07-20","cited_by_count":97,"area":null},{"id":"2510.07284","title":"Online Rubrics Elicitation from Pairwise Comparisons","created":"2025-10-08","cited_by_count":46,"area":null},{"id":"2509.25123","title":"From $f(x)$ and $g(x)$ to $f(g(x))$: LLMs Learn New Skills in RL by Composing Old Ones","created":"2025-09-29","cited_by_count":42,"area":null},{"id":"2509.25849","title":"Knapsack RL: Unlocking Exploration of LLMs via Optimizing Budget Allocation","created":"2025-09-30","cited_by_count":22,"area":null},{"id":"2601.21571","title":"Shaping capabilities with token-level data filtering","created":"2026-01-29","cited_by_count":13,"area":null},{"id":"2509.21882","title":"Position: The Hidden Costs and Measurement Gaps of Reinforcement Learning with Verifiable Rewards","created":"2025-09-26","cited_by_count":12,"area":null},{"id":"2601.06336","title":"Future-as-Label: Scalable Supervision from Real-World Outcomes","created":"2026-01-09","cited_by_count":11,"area":null},{"id":"2511.14045","title":"Auditing Data Membership in Reinforcement Learning With Verifiable Rewards","created":"2025-11-18","cited_by_count":8,"area":null},{"id":"2509.09177","title":"Clip Your Sequences Fairly: Enforcing Length Fairness for Sequence-Level RL","created":"2025-09-11","cited_by_count":7,"area":null},{"id":"2601.20305","title":"Endogenous Reprompting: Self-Evolving Cognitive Alignment for Unified Multimodal Models","created":"2026-01-28","cited_by_count":7,"area":null},{"id":"2602.03109","title":"One Model, All Roles: Multi-Turn, Multi-Agent Self-Play Reinforcement Learning for Conversational Social Intelligence","created":"2026-02-03","cited_by_count":7,"area":null},{"id":"2604.07941","title":"Large Language Model Post-Training: A Unified View of Off-Policy and On-Policy Learning","created":"2026-04-09","cited_by_count":6,"area":null},{"id":"2606.14502","title":"From Chatbot to Digital Colleague: The Paradigm Shift Toward Persistent Autonomous AI","created":"2026-06-12","cited_by_count":6,"area":null},{"id":"2602.05717","title":"Anchored Policy Optimization: Mitigating Exploration Collapse Via Support-Constrained Rectification","created":"2026-02-05","cited_by_count":5,"area":null},{"id":"2603.16140","title":"Noisy Data is Destructive to Reinforcement Learning with Verifiable Rewards","created":"2026-03-17","cited_by_count":5,"area":null},{"id":"2601.22859","title":"MEnvAgent: Scalable Polyglot Environment Construction for Verifiable Software Engineering","created":"2026-01-30","cited_by_count":4,"area":null},{"id":"2602.11000","title":"Fine-Tuning GPT-5 for GPU Kernel Generation","created":"2026-02-11","cited_by_count":4,"area":null},{"id":"2601.07675","title":"Tab-TRM: Tiny Recursive Model for Insurance Pricing on Tabular Data","created":"2026-01-12","cited_by_count":3,"area":null},{"id":"2605.01638","title":"Omni-Fake: Benchmarking Unified Multimodal Social Media Deepfake Detection","created":"2026-05-02","cited_by_count":3,"area":null},{"id":"2608.23875","title":"AI Finds A Way","created":"2026-08-24","cited_by_count":3,"area":null},{"id":"2510.13551","title":"Tandem Training for Language Models","created":"2025-10-15","cited_by_count":2,"area":null},{"id":"2602.00513","title":"Minerva: Reinforcement Learning with Verifiable Rewards for Cyber Threat Intelligence LLMs","created":"2026-01-31","cited_by_count":2,"area":null},{"id":"2603.15011","title":"Molecular Identifier Visual Prompt and Verifiable Reinforcement Learning for Chemical Reaction Diagram Parsing","created":"2026-03-16","cited_by_count":2,"area":null},{"id":"2604.20398","title":"WebGen-R1: Incentivizing Large Language Models to Generate Functional and Aesthetic Websites with Reinforcement Learning","created":"2026-04-22","cited_by_count":2,"area":null},{"id":"2605.21295","title":"TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health","created":"2026-05-20","cited_by_count":2,"area":null},{"id":"2605.28631","title":"Single-Rollout Hidden-State Dynamics for Training-Free RLVR Data Selection","created":"2026-05-27","cited_by_count":2,"area":null},{"id":"2606.13125","title":"Select and Improve: Understanding the Mechanics of Post-Training for Reasoning","created":"2026-06-11","cited_by_count":2,"area":null},{"id":"2608.05246","title":"LUNAR: Benchmarking Personalized Large Language Models on UNiversal User BehAvioR Logs","created":"2026-08-05","cited_by_count":2,"area":null},{"id":"2608.30005","title":"Small Language Models as Judges for Rubric-Based Reinforcement Learning","created":"2026-08-30","cited_by_count":2,"area":null},{"id":"2511.13207","title":"PIGEON: VLM-Driven Object Navigation via Points of Interest Selection","created":"2025-11-17","cited_by_count":1,"area":null},{"id":"2601.12730","title":"Distribution-Centric Policy Optimization Dominates Exploration-Exploitation Trade-off","created":"2026-01-19","cited_by_count":1,"area":null},{"id":"2602.16833","title":"VAM: Verbalized Action Masking for Controllable Exploration in RL Post-Training -- A Chess Case Study","created":"2026-02-18","cited_by_count":1,"area":null},{"id":"2603.11161","title":"Algorithmic Task Capture, Computational Complexity, and Inductive Bias of Infinite Transformers","created":"2026-03-11","cited_by_count":1,"area":null},{"id":"2605.02469","title":"Reference-Sampled Boltzmann Projection for KL-Regularized RLVR: Target-Matched Weighted SFT, Finite One-Shot Gaps, and Policy Mirror Descent","created":"2026-05-04","cited_by_count":1,"area":null},{"id":"2605.15588","title":"Calibrating LLMs with Semantic-level Reward","created":"2026-05-15","cited_by_count":1,"area":null},{"id":"2605.31058","title":"Combinatorial Synthesis: Scaling Code RLVR via Atomic Decomposition and Recombination","created":"2026-05-29","cited_by_count":1,"area":null},{"id":"2605.31455","title":"DRIFT: Decoupled Rollouts and Importance-Weighted Fine-Tuning for Efficient Multi-Turn Optimization","created":"2026-05-29","cited_by_count":1,"area":null},{"id":"2607.07779","title":"From Solvers to Research: Large Language Model-Driven Formal Mathematics at the Research Frontier","created":"2026-07-08","cited_by_count":1,"area":null},{"id":"2607.22676","title":"How LLM Task-Adaptation Reshapes Alignment: A Multi-dimensional Study of Behavioral and Representational Drift","created":"2026-07-10","cited_by_count":1,"area":null},{"id":"2608.00220","title":"Verifier-Induced Support Reshaping in On-Policy Optimization","created":"2026-07-31","cited_by_count":1,"area":null},{"id":"2609.07183","title":"CircuitLens: Reasoning Circuits as Data Selection Signals for Reinforcement Learning with Verifiable Rewards","created":"2026-09-07","cited_by_count":1,"area":null},{"id":"2609.22547","title":"RLVR is a Kernel, Not a Function: Statistical Inference for pass@$k$ Crossovers","created":"2026-09-18","cited_by_count":1,"area":null},{"id":"2609.40115","title":"Unlearnable, or Unmeasured? On the Reliability of Difficulty Labels in RLVR","created":"2026-09-30","cited_by_count":1,"area":null},{"id":"2510.27267","title":"MedCalc-Eval and MedCalc-Env: Advancing Medical Calculation Capabilities of Large Language Models","created":"2025-10-31","cited_by_count":0,"area":null},{"id":"2602.02258","title":"Alignment-Aware Model Adaptation via Feedback-Guided Optimization","created":"2026-02-02","cited_by_count":0,"area":null},{"id":"2603.15997","title":"Visual Set Program Synthesizer","created":"2026-03-16","cited_by_count":0,"area":null},{"id":"2603.29723","title":"Reinforced Reasoning for End-to-End Retrosynthetic Planning","created":"2026-03-31","cited_by_count":0,"area":null},{"id":"2604.07747","title":"Mitigating Distribution Sharpening in Math RLVR via Distribution-Aligned Hint Synthesis and Backward Hint Annealing","created":"2026-04-09","cited_by_count":0,"area":null},{"id":"2604.08986","title":"PerMix-RLVR: Preserving Persona Expressivity under Verifiable-Reward Alignment","created":"2026-04-10","cited_by_count":0,"area":null},{"id":"2604.18381","title":"Learning from Less: Measuring the Effectiveness of RLVR in Low Data and Compute Regimes","created":"2026-04-20","cited_by_count":0,"area":null},{"id":"2604.27644","title":"ANCORA: Learning to Question via Manifold-Anchored Self-Play for Verifiable Reasoning","created":"2026-04-30","cited_by_count":0,"area":null},{"id":"2605.29421","title":"Learning Design Skills as Memory Policies for Agentic Photonic Inverse Design","created":"2026-05-28","cited_by_count":0,"area":null},{"id":"2605.31034","title":"Annealed Softmax Greedy in Many-Armed Bayesian Bandits","created":"2026-05-29","cited_by_count":0,"area":null},{"id":"2606.00257","title":"ARCA: Adapter-Residual Credit Assignment When Token Signals Degenerate","created":"2026-05-29","cited_by_count":0,"area":null},{"id":"2607.12687","title":"From Critic to Confidence: PPO for Language-Based Quantitative Prediction with Confidence Estimation","created":"2026-07-14","cited_by_count":0,"area":null},{"id":"2607.17479","title":"TraversRL: Traversable Pedestrian Pathway Generation With Reinforcement Learning","created":"2026-07-20","cited_by_count":0,"area":null},{"id":"2608.00019","title":"Uncertainty-Aware Simulation-Based Inference for Operations Research with Large Language Models","created":"2026-07-01","cited_by_count":0,"area":null},{"id":"2609.09901","title":"Deep and shallow biases in language models","created":"2026-09-09","cited_by_count":0,"area":null},{"id":"2609.16014","title":"ViCo: Visual-oriented Coding with Self-Reflection for Chart Replication","created":"2026-08-31","cited_by_count":0,"area":null},{"id":"2609.32622","title":"Does CoT-Pass@k Really Check the CoT? A Multilingual Mathematical Audit","created":"2026-09-26","cited_by_count":0,"area":null},{"id":"2609.36587","title":"Learned Reporting Preferences in RLVR Can Conflict with the Current Request","created":"2026-09-29","cited_by_count":0,"area":null},{"id":"2610.03063","title":"HARPO: Hallucination-Aware Reinforcement Learning for Faithful and Creative Language Generation","created":"2026-10-02","cited_by_count":0,"area":null},{"id":"2610.03367","title":"Multilingual GSM-Symbolic: What determines capability transfer across languages?","created":"2026-10-02","cited_by_count":0,"area":null},{"id":"2610.16105","title":"Beyond Policy Rollouts: Embedding-Space Directional Exploration with Anchored Noise for LLM RLVR","created":"2026-10-12","cited_by_count":0,"area":null}],"next_cursor":null}