Alexander Kovrigin

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upvoted a paper about 1 month ago

Adversarial Flow Models

Paper • 2511.22475 • Published Nov 27, 2025 • 22

upvoted a paper 2 months ago

The Best of N Worlds: Aligning Reinforcement Learning with Best-of-N Sampling via max@k Optimisation

Paper • 2510.23393 • Published Oct 27, 2025 • 20

upvoted a paper 3 months ago

The Complexity Trap: Simple Observation Masking Is as Efficient as LLM Summarization for Agent Context Management

Paper • 2508.21433 • Published Aug 29, 2025 • 7

upvoted a collection 3 months ago

🦫 PIPer

Collection

All the resources for our paper "PIPer: On-Device Environment Setup via Online Reinforcement Learning"! • 9 items • Updated Oct 1, 2025 • 3

upvoted 2 papers 3 months ago

GEM: A Gym for Agentic LLMs

Paper • 2510.01051 • Published Oct 1, 2025 • 89

PIPer: On-Device Environment Setup via Online Reinforcement Learning

Paper • 2509.25455 • Published Sep 29, 2025 • 37

upvoted a paper 6 months ago

SPIRAL: Self-Play on Zero-Sum Games Incentivizes Reasoning via Multi-Agent Multi-Turn Reinforcement Learning

Paper • 2506.24119 • Published Jun 30, 2025 • 50

upvoted 5 papers 7 months ago

ImageReFL: Balancing Quality and Diversity in Human-Aligned Diffusion Models

Paper • 2505.22569 • Published May 28, 2025 • 56

Absolute Zero: Reinforced Self-play Reasoning with Zero Data

Paper • 2505.03335 • Published May 6, 2025 • 188

SWE-rebench: An Automated Pipeline for Task Collection and Decontaminated Evaluation of Software Engineering Agents

Paper • 2505.20411 • Published May 26, 2025 • 92

The Entropy Mechanism of Reinforcement Learning for Reasoning Language Models

Paper • 2505.22617 • Published May 28, 2025 • 131

Reinforcement Learning for Reasoning in Large Language Models with One Training Example

Paper • 2504.20571 • Published Apr 29, 2025 • 98

upvoted an article 10 months ago

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Article

Open R1: Update #3

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Mar 11, 2025

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296

upvoted a paper 11 months ago

MLGym: A New Framework and Benchmark for Advancing AI Research Agents

Paper • 2502.14499 • Published Feb 20, 2025 • 194

upvoted an article 11 months ago

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Article

Open-source DeepResearch – Freeing our search agents

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• +3

Feb 4, 2025

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1.31k

upvoted an article over 1 year ago

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Article

Little Paper Reviews & AutoCodeRover

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Oct 2, 2024

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3

upvoted 4 papers over 1 year ago

DeepSeek-Coder-V2: Breaking the Barrier of Closed-Source Models in Code Intelligence

Paper • 2406.11931 • Published Jun 17, 2024 • 67

Long Code Arena: a Set of Benchmarks for Long-Context Code Models

Paper • 2406.11612 • Published Jun 17, 2024 • 25

XLand-100B: A Large-Scale Multi-Task Dataset for In-Context Reinforcement Learning

Paper • 2406.08973 • Published Jun 13, 2024 • 89

Linear Transformers with Learnable Kernel Functions are Better In-Context Models

Paper • 2402.10644 • Published Feb 16, 2024 • 81