Ian Cole

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upvoted 3 papers 30 minutes ago

Towards Full Pipeline FP8 Reinforcement Learning for LLMs

Paper • 2609.22870 • Published 6 days ago • 10

One to More, More to One: Category-Aware Iterative Expert Training for Software Engineering Agents

Paper • 2609.23377 • Published 5 days ago • 43

VideoGen-Agent: Reinforcing Video Generation Agents

Paper • 2609.24997 • Published 4 days ago • 54

upvoted 6 papers about 22 hours ago

BI-Agent and BI-Bench: Towards Automating End-to-End Business Intelligence

Paper • 2609.20886 • Published 9 days ago • 28

From Pretraining to Proficiency: Real-World Subtask RL for Long-Horizon Manipulation with Minimal Human Intervention

Paper • 2609.21788 • Published 7 days ago • 13

SteerDuplex: Steerable Duplex Speech Dialogue Models

Paper • 2609.12623 • Published 14 days ago • 4

CodeMidas: Scaling Agentic Coding RL Environments from Code Itself

Paper • 2609.22068 • Published 7 days ago • 131

MintAct: A Unified Visual Agent for Digital Environments

Paper • 2609.22083 • Published 7 days ago • 32

EvoOntology: A Self-Evolving Ontology Layer for Data Agents

Paper • 2609.15779 • Published 11 days ago • 150

upvoted 4 papers 2 days ago

RetireOPD: Self-Retiring On-Policy Distillation for Agentic Reinforcement Learning

Paper • 2609.20784 • Published 8 days ago • 56

Region-Level Policy Optimization for Fine-grained MLLM Perception

Paper • 2609.19745 • Published 8 days ago • 41

Don't Mask the Environment: Observation Supervision Changes How Agents Explore Under RL

Paper • 2609.20715 • Published 8 days ago • 42

Reflect, Revise, Reuse: Training-Free Skill Evolution for GUI Agents

Paper • 2609.17653 • Published 10 days ago • 44

upvoted 2 papers 3 days ago

ScienceIDE: Turning World's Scientific Codebase into Agent Learnable Environments

Paper • 2609.19134 • Published 9 days ago • 100

Confidence Comes from Experience: Experiential Confidence Estimation from Reasoning to Agents

Paper • 2609.17708 • Published 10 days ago • 71

upvoted 3 papers 4 days ago

ImpossibleRubrics: Stress-Testing Generated Rubrics as Reward Signals

Paper • 2609.16816 • Published 10 days ago • 11

MobileVLA-R1 2.0: RL-Enhanced Reasoning for Mobile Robot Control

Paper • 2609.06251 • Published 20 days ago • 8

Continual Learning Mechanisms Compose for Long-Horizon Memorization

Paper • 2609.06986 • Published 18 days ago • 373

upvoted 2 papers 5 days ago

PARSER: Read in Parallel, Reason in Depth for Long-Context LLM Agents

Paper • 2609.06702 • Published 19 days ago • 26

T1: Terminal Agent Reinforcement Learning for Long-Horizon Tasks

Paper • 2609.11042 • Published 15 days ago • 63