Yury Panikov

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upvoted a paper 9 days ago

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

Paper • 2601.08430 • Published 15 days ago • 57

upvoted 2 papers 11 days ago

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

Paper • 2601.10402 • Published 13 days ago • 36

Urban Socio-Semantic Segmentation with Vision-Language Reasoning

Paper • 2601.10477 • Published 13 days ago • 154

upvoted a paper 14 days ago

Evaluating Parameter Efficient Methods for RLVR

Paper • 2512.23165 • Published about 1 month ago • 26

upvoted 4 papers about 1 month 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 • 212

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 • 27

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

Paper • 2512.16041 • Published Dec 17, 2025 • 34

commented a paper about 1 month ago

When Reasoning Meets Its Laws

Paper • 2512.17901 • Published Dec 19, 2025 • 60 •

5

upvoted a paper about 1 month ago

When Reasoning Meets Its Laws

Paper • 2512.17901 • Published Dec 19, 2025 • 60

upvoted 2 papers about 2 months ago

TwinFlow: Realizing One-step Generation on Large Models with Self-adversarial Flows

Paper • 2512.05150 • Published Dec 3, 2025 • 75

Guided Self-Evolving LLMs with Minimal Human Supervision

Paper • 2512.02472 • Published Dec 2, 2025 • 53

commented a paper about 2 months ago

DeepSeek-V3.2: Pushing the Frontier of Open Large Language Models

Paper • 2512.02556 • Published Dec 2, 2025 • 254 •

6

upvoted a paper about 2 months ago

DeepSeek-V3.2: Pushing the Frontier of Open Large Language Models

Paper • 2512.02556 • Published Dec 2, 2025 • 254

commented a paper about 2 months ago

Deep Research: A Systematic Survey

Paper • 2512.02038 • Published Nov 24, 2025 • 70 •

3

upvoted a paper about 2 months ago

Deep Research: A Systematic Survey

Paper • 2512.02038 • Published Nov 24, 2025 • 70

upvoted 4 papers 2 months ago

AffordBot: 3D Fine-grained Embodied Reasoning via Multimodal Large Language Models

Paper • 2511.10017 • Published Nov 13, 2025 • 7

MuSc-V2: Zero-Shot Multimodal Industrial Anomaly Classification and Segmentation with Mutual Scoring of Unlabeled Samples

Paper • 2511.10047 • Published Nov 13, 2025 • 2

ResearchRubrics: A Benchmark of Prompts and Rubrics For Evaluating Deep Research Agents

Paper • 2511.07685 • Published Nov 10, 2025 • 10

Benchmarking Diversity in Image Generation via Attribute-Conditional Human Evaluation

Paper • 2511.10547 • Published Nov 13, 2025 • 5