From Pareto to Preference: Personalized Test-Time Scaling via Amortized Agentic Policy Discovery Paper ⢠2610.09684 ⢠Published 17 days ago ⢠18
SWE-Game: Can Coding Agents Build the Games We Want? Paper ⢠2609.33678 ⢠Published 17 days ago ⢠34
Towards a Densing Law for User Representation Learning at Billion-Scale Capacity Paper ⢠2608.23392 ⢠Published Aug 24 ⢠28
AgentOPSD: Recursive Self-Distillation for Agentic Reinforcement Learning Paper ⢠2608.05987 ⢠Published Aug 6 ⢠105
SEED: Self-Evolving On-Policy Distillation for Agentic Reinforcement Learning Paper ⢠2607.14777 ⢠Published Jul 16 ⢠106
OPID: On-Policy Skill Distillation for Agentic Reinforcement Learning Paper ⢠2606.26790 ⢠Published Jun 25 ⢠59
Share More, Search Less: Collaborative Parallel Thinking for Efficient Test-Time Scaling Paper ⢠2605.27030 ⢠Published May 26 ⢠29
SKILL0: In-Context Agentic Reinforcement Learning for Skill Internalization Paper ⢠2604.02268 ⢠Published Apr 2 ⢠100
Kardia-R1: Unleashing LLMs to Reason toward Understanding and Empathy for Emotional Support via Rubric-as-Judge Reinforcement Learning Paper ⢠2512.01282 ⢠Published Dec 1, 2025 ⢠3 ⢠1
Kardia-R1 Collection Model Weight and Dataset of our WWW 2026 paper: Kardia-R1: Unleashing LLMs to Reason toward Understanding and Empathy for Emotional Support via Rubric ⢠3 items ⢠Updated Mar 15 ⢠1
Query as Anchor: Scenario-Adaptive User Representation via Large Language Model Paper ⢠2602.14492 ⢠Published Feb 16 ⢠18
Query as Anchor: Scenario-Adaptive User Representation via Large Language Model Paper ⢠2602.14492 ⢠Published Feb 16 ⢠18