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- Official organization for the Human-Centric Machine Learning group at the Max Planck Institute for Software Systems
 
 
 
 
 
 
 
 
 
 
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+ # Human-Centric Machine Learning
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+ ### Max Planck Institute for Software Systems
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+ ## 📚 Featured Research
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+ **Test-Time Compute Games**
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+ *Strategic behavior in LLM-as-a-service markets.*
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+ * 📄 [Read the Paper (arXiv)](https://arxiv.org/abs/2601.21839)
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+ * 💻 [View Code (GitHub)](https://github.com/Human-Centric-Machine-Learning/strategic-ttc)
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+ * 💾 [**Download Dataset**](...) — *Contains full inference traces: sampled answers, token counts, correctness labels, and Best-of-N scores.*