Mark Davis

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upvoted 2 papers 6 days ago

The Trinity:Capability-Driven Recursive Self-Improvement for Multimodal Agents

Paper • 2610.36077 • Published 8 days ago • 48

Continual Learning Exam: Benchmarking Long-Horizon RSI and Experiential Learning in LLM Agents

Paper • 2610.33956 • Published 9 days ago • 46

upvoted a paper 18 days ago

Player-1: Learning to Play from Synthetic Experience

Paper • 2610.20584 • Published 20 days ago • 69

upvoted a paper 22 days ago

SepGen: Multi-Stem Audio-Video Separation and Generation in a Single Model

Paper • 2610.11361 • Published 26 days ago • 40

upvoted a paper 26 days ago

Recursive Game Creator: An Agentic Product-Level Experience-Oriented Game Harness

Paper • 2610.08621 • Published 28 days ago • 76

upvoted a paper 27 days ago

LoGRA: Scaling LLM Reinforcement Learning with Low-Rank Gradient Sketches

Paper • 2610.06647 • Published 29 days ago • 46

upvoted a paper 28 days ago

Where Does Retrieval-Based Open-Ended Evaluation Fail? Automatic Taxonomy Induction from Long-Form Medical Answer Factuality Verification

Paper • 2609.30467 • Published Sep 24 • 13

upvoted 6 papers about 2 months ago

EvolveTrade: Experience-Driven Policy Refinement for Self-Evolving LLM Trading Agents

Paper • 2609.17632 • Published Sep 15 • 26

Continual Learning Mechanisms Compose for Long-Horizon Memorization

Paper • 2609.06986 • Published Sep 7 • 95

TempCloze: Can Video-LLMs Identify the Missing Middle?

Paper • 2609.01515 • Published Sep 1 • 11

Scaling Automatic Research Agents via World Models

Paper • 2608.12564 • Published Aug 29 • 83

What LLM Trading Agents Actually Do in Production: A Six-Month, Population-Scale Record from Two Fleets

Paper • 2609.05663 • Published Sep 4 • 4

Beyond Retrieval: Progressive Latent Memory Evolution for Streaming Video Understanding

Paper • 2609.04131 • Published Sep 3 • 21

upvoted 2 papers 2 months ago

LLaDA-Image: Building Strong Image Generators with Fully Open Training Recipes

Paper • 2609.03796 • Published Sep 3 • 60

SemComp-Bench: Benchmarking Semantic Task Completion in Video Generation

Paper • 2608.17426 • Published Aug 18 • 50

upvoted 5 papers 3 months ago

Can We Defend Against AI-Generated Video Attacks on Real-World Crisis Events? A Systematic Evaluation of Detectors, Generators and Social Dissemination

Paper • 2608.14391 • Published Aug 14 • 119

Self-Supervised Visual On-Policy Distillation

Paper • 2608.14144 • Published Aug 14 • 55

SkillZip: Contract-Preserving Graph Compression for Scalable Agent Skill Libraries

Paper • 2608.05604 • Published Aug 6 • 23

OpenART: Scaling Agent Red Teaming via Open-Ended Environment Evolution

Paper • 2608.00677 • Published Aug 1 • 28

On-Policy Self-Distillation without Any Supervision

Paper • 2608.06296 • Published Aug 9 • 126