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---
title: README
emoji: 🐒
colorFrom: yellow
colorTo: gray
sdk: static
pinned: false
license: mit
papers:
- 2601.21839
---

# Human-Centric Machine Learning
### Max Planck Institute for Software Systems

## πŸ“š Featured Research

**Test-Time Compute Games**
*Strategic behavior in LLM-as-a-service markets.*
* πŸ“„ [Read the Paper](https://arxiv.org/abs/2601.21839)
* πŸ’» [View Code (GitHub)](https://github.com/Human-Centric-Machine-Learning/strategic-ttc)
* πŸ’Ύ [**Download Dataset**](https://huggingface.co/datasets/Human-Centric-Machine-Learning/strategic-ttc-data) β€” *Contains full inference traces: sampled answers, token counts, correctness labels, and Best-of-N scores.*