Ian Cole

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upvoted 2 papers 2 days ago

AuK Technical Report: An Open-Source Foundational Model for Speech Generation and Editing

Paper • 2609.08936 • Published 5 days ago • 214

Procedural Graphs: Self-Evolving Execution Structures for LLM Agents

Paper • 2609.09153 • Published 5 days ago • 37

upvoted 2 papers 3 days ago

One Symptom, Three Levers: A Critical Review of On-Policy Self-Distillation

Paper • 2608.25936 • Published 18 days ago • 15

Verify Before You Distill: Prompt-Level Teacher Gating for On-Policy Distillation

Paper • 2609.02998 • Published 11 days ago • 19

upvoted a paper 5 days ago

Terminal-Universe: Turning Agent Trajectories into Scalable Terminal Environments

Paper • 2609.04148 • Published 10 days ago • 292

upvoted 3 papers 7 days ago

Does On-Policy Distillation Really Distill? From Noisy Teacher to Self-Improvement

Paper • 2608.31046 • Published 13 days ago • 153

LightNav-0: Eliciting VLM Spatial Intelligence for Generalist Embodied Navigation

Paper • 2608.30935 • Published 13 days ago • 32

SMELT: Scaling Laws for Compute-Matched MoE Looped Transformers

Paper • 2609.01343 • Published 12 days ago • 104

upvoted 3 papers 9 days ago

InternReviewer & InternAdvocate: Objective Reward and Evaluation for Agentic Reinforcement Learning in Peer Review and Rebuttal

Paper • 2608.28612 • Published Jul 21 • 9

Learning Where Outcomes Change:Credit-Addressable Reasoning for Multimodal Geometry

Paper • 2608.30457 • Published 13 days ago • 9

Qwen-Drive-1.0: An Initial Step towards a Vision-Language Foundation Model for Autonomous Driving

Paper • 2609.00111 • Published 13 days ago • 383

upvoted a paper 11 days ago

StudentSim: Training LLM-based Student Simulators

Paper • 2609.01591 • Published 12 days ago • 488

upvoted 7 papers 12 days ago

Prefix Sliding for efficient test-time scaling

Paper • 2608.26070 • Published 18 days ago • 5

Open-MOPD: Diagnosing and Fixing Capability Imbalance in Multi-Teacher On-Policy Distillation

Paper • 2608.19098 • Published 25 days ago • 23

FrontierChallenge: Evaluating Scientific Workflow Completion

Paper • 2608.24979 • Published 19 days ago • 148

Agent-G^2: Gaussian Guidance for Agentic Reinforcement Learning

Paper • 2608.23318 • Published 20 days ago • 32

FIRM-Video: Check Before You Score for Reliable Text-to-Video Reward Modeling

Paper • 2608.21839 • Published 22 days ago • 4

WarpSAC: Towards the Pinnacle of Scalable Off-policy RL by Rethinking Exploration and Exploitation

Paper • 2608.24479 • Published 19 days ago • 143

VBVR-Pro: A Scalable and Verifiable Suite for Native Visual Reasoning

Paper • 2608.26105 • Published 18 days ago • 270

upvoted a paper 15 days ago

Annotations as Rollouts: Efficient and Scalable Reinforcement Learning for Video MLLMs

Paper • 2608.20492 • Published 24 days ago • 111