Aleksandr Samarin

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upvoted a paper 10 days ago

SWE-rebench V2: Language-Agnostic SWE Task Collection at Scale

Paper • 2602.23866 • Published 14 days ago • 83

upvoted a paper 11 days ago

LK Losses: Direct Acceptance Rate Optimization for Speculative Decoding

Paper • 2602.23881 • Published 14 days ago • 18

upvoted 2 collections 11 days ago

Infinity-Instruct-Completions

Collection

Training data for speculative decoding draft models, containing model-generated responses for 660K prompts from Infinity-Instruct-0625. • 6 items • Updated about 6 hours ago • 3

LK-Speculators

Collection

High-performance speculative decoding draft models trained using LK losses, a novel training objectives that directly optimize acceptance rate • 9 items • Updated 10 days ago • 5

upvoted a paper 29 days ago

Blockwise Advantage Estimation for Multi-Objective RL with Verifiable Rewards

Paper • 2602.10231 • Published Feb 10 • 13

upvoted a paper 7 months ago

Training Long-Context, Multi-Turn Software Engineering Agents with Reinforcement Learning

Paper • 2508.03501 • Published Aug 5, 2025 • 59

upvoted a paper 10 months ago

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

Paper • 2505.20411 • Published May 26, 2025 • 93