MultimodalAgent/TianyiMen_PlanPhys_Models

🦒 The Physics of Multi-Turn Long-Horizon Planning: From Pre-training to Post-training via Single and Multi Teachers On-Policy Agentic Distillation

This repository hosts the models from PlanPhys, a family of foundation models designed for researching multi-turn long-horizon planning.

The PlanPhys model family explores different training strategies, including Random model, SFT model, OPD model.

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🚀 Model Zoo

We provide multiple PlanPhys models (The data is in each Files and version):

Model
🔹 PlanPhys-Model-Pre-Training-Random
🔹 PlanPhys-Model-Pre-Training-Scaling
🔹 PlanPhys-Model-Pre-Training-Distribution
🔹 PlanPhys-Model-Pre-Training-Ensemble

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📝 Citation

If you find PlanPhys useful in your research, please cite:

@article{PlanPhys,
  title={The Physics of Multi-Turn Long-Horizon Planning: From Pre-training to Post-training via Single and Multi Teachers On-Policy Agentic Distillation},
  author={},
  journal={},
  year={}
}