README.md

---
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

## 📚 Featured Research

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

**Tokenization Multiplicity Leads to Arbitrary Price Variation in LLM-as-a-service**
*Solving tokenization multiplicity with a simple and efficient sampling method.*
* 📄 [Read the Paper](https://www.arxiv.org/abs/2506.06446)
* 💻 [View Code (GitHub)](https://github.com/Human-Centric-Machine-Learning/Tokenization-Multiplicity)
* 💾 [**Download Dataset**](https://huggingface.co/datasets/Human-Centric-Machine-Learning/tokenization-multiplicity-data)