Skip to content

Author

Dong Fang

We have 2 of 11 papers

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

#machine learning Preprint Oct 2026

LoongSage: A Production-Grade, High-Efficiency Agentic RL Framework for Frontier LLMs with Validated Recipes

Reinforcement learning (RL) has emerged as a critical phase in the post-training pipeline of large language models (LLMs). As the frontier of LLM capabilities shifts from static reasoning to agentic tasks--characterized by external tool invocation, multi-turn interactions, and long-horizon decision-making--existing mai...

LoongSage Team Bowei Song, Cai-Wei Zhao, Chu-Wen Liu et al. · 0 citations

From Multi-Agent to Single-Agent: When Is Skill Distillation Beneficial?

This work introduces Behavior-Outcome Freedom (F), a pre-synthesis diagnostic of signed behavior-outcome rank mismatch, and formalizes its candidate-conditional role through Signed Anchor-Rank Transfer, which preserves validated capability resources, removes runtime orchestration, and conditionally inherits pipeline gu...

Binyan Xu, Dong Fang, Haitao Li et al. · 10 citations

We use cookies to run the site and, with your consent, for analytics and to show ads. See our Cookie Policy.