Yury Panikov

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upvoted a paper 7 days ago

Beyond Length Scaling: Synergizing Breadth and Depth for Generative Reward Models

Paper • 2603.01571 • Published 11 days ago • 33

upvoted 2 papers 8 days ago

Anatomy of Agentic Memory: Taxonomy and Empirical Analysis of Evaluation and System Limitations

Paper • 2602.19320 • Published 18 days ago • 9

The Art of Efficient Reasoning: Data, Reward, and Optimization

Paper • 2602.20945 • Published 16 days ago • 7

upvoted 7 papers 14 days ago

Learning Personalized Agents from Human Feedback

Paper • 2602.16173 • Published 23 days ago • 9

MMA: Multimodal Memory Agent

Paper • 2602.16493 • Published 22 days ago • 8

Optimizing Few-Step Generation with Adaptive Matching Distillation

Paper • 2602.07345 • Published Feb 7 • 9

Reinforced Fast Weights with Next-Sequence Prediction

Paper • 2602.16704 • Published 22 days ago • 13

Towards a Science of AI Agent Reliability

Paper • 2602.16666 • Published 22 days ago • 15

Multi-agent cooperation through in-context co-player inference

Paper • 2602.16301 • Published 22 days ago • 24

Hardware Co-Design Scaling Laws via Roofline Modelling for On-Device LLMs

Paper • 2602.10377 • Published 30 days ago • 3

upvoted 4 papers about 2 months ago

RubricHub: A Comprehensive and Highly Discriminative Rubric Dataset via Automated Coarse-to-Fine Generation

Paper • 2601.08430 • Published Jan 13 • 60

Toward Ultra-Long-Horizon Agentic Science: Cognitive Accumulation for Machine Learning Engineering

Paper • 2601.10402 • Published Jan 15 • 37

Urban Socio-Semantic Segmentation with Vision-Language Reasoning

Paper • 2601.10477 • Published Jan 15 • 155

Evaluating Parameter Efficient Methods for RLVR

Paper • 2512.23165 • Published Dec 29, 2025 • 28

upvoted 4 papers 3 months ago

DataFlow: An LLM-Driven Framework for Unified Data Preparation and Workflow Automation in the Era of Data-Centric AI

Paper • 2512.16676 • Published Dec 18, 2025 • 220

Turn-PPO: Turn-Level Advantage Estimation with PPO for Improved Multi-Turn RL in Agentic LLMs

Paper • 2512.17008 • Published Dec 18, 2025 • 11

Physics of Language Models: Part 4.1, Architecture Design and the Magic of Canon Layers

Paper • 2512.17351 • Published Dec 19, 2025 • 28

Are We on the Right Way to Assessing LLM-as-a-Judge?

Paper • 2512.16041 • Published Dec 17, 2025 • 34

commented a paper 3 months ago

When Reasoning Meets Its Laws

Paper • 2512.17901 • Published Dec 19, 2025 • 61 •

5

upvoted a paper 3 months ago

When Reasoning Meets Its Laws

Paper • 2512.17901 • Published Dec 19, 2025 • 61