Benjamin

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authored a paper 29 days ago

Reasoning over mathematical objects: on-policy reward modeling and test time aggregation

Paper • 2603.18886 • Published Mar 19 • 6

authored a paper 5 months ago

Scaling Agent Learning via Experience Synthesis

Paper • 2511.03773 • Published Nov 5, 2025 • 83

authored 3 papers 6 months ago

SPICE: Self-Play In Corpus Environments Improves Reasoning

Paper • 2510.24684 • Published Oct 28, 2025 • 18

BigCodeArena: Unveiling More Reliable Human Preferences in Code Generation via Execution

Paper • 2510.08697 • Published Oct 9, 2025 • 39

Agent Learning via Early Experience

Paper • 2510.08558 • Published Oct 9, 2025 • 277

authored 3 papers 7 months ago

GEM: A Gym for Agentic LLMs

Paper • 2510.01051 • Published Oct 1, 2025 • 91

The Era of Real-World Human Interaction: RL from User Conversations

Paper • 2509.25137 • Published Sep 29, 2025 • 19

Vision-Zero: Scalable VLM Self-Improvement via Strategic Gamified Self-Play

Paper • 2509.25541 • Published Sep 29, 2025 • 142

authored a paper 8 months ago

LLaVA-Critic-R1: Your Critic Model is Secretly a Strong Policy Model

Paper • 2509.00676 • Published Aug 31, 2025 • 85

authored a paper 10 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 • 51

authored 2 papers about 1 year ago

TextArena

Paper • 2504.11442 • Published Apr 15, 2025 • 30

EnvPool: A Highly Parallel Reinforcement Learning Environment Execution Engine

Paper • 2206.10558 • Published Jun 21, 2022 • 2

authored 2 papers over 1 year ago

Natural Language Reinforcement Learning

Paper • 2411.14251 • Published Nov 21, 2024 • 31

DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search

Paper • 2408.08152 • Published Aug 15, 2024 • 62

authored 2 papers almost 2 years ago

DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model

Paper • 2405.04434 • Published May 7, 2024 • 25

DeepSeek-Prover: Advancing Theorem Proving in LLMs through Large-Scale Synthetic Data

Paper • 2405.14333 • Published May 23, 2024 • 45

authored a paper about 2 years ago

DeepSeek-VL: Towards Real-World Vision-Language Understanding

Paper • 2403.05525 • Published Mar 8, 2024 • 49

authored a paper over 2 years ago

DeepSeek LLM: Scaling Open-Source Language Models with Longtermism

Paper • 2401.02954 • Published Jan 5, 2024 • 55