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Author

Ian McDougall

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Preprint Sep 2026

Pricing Time, Not Just Tokens: Latency-Aware Mechanism Design for LLM Inference

The economic theory of LLM pricing treats tokens as a homogeneous commodity considering aggregate token count as the main features buyers and sellers consider. We model inference as a service market where buyers have three-dimensional private information - willingness-to-pay, task volume, and time preference - and util...

Ian McDougall, K. Sankaralingam · 1 citation
Review Jul 2026

Can LLMs Perform Deep Technical Comprehension of Computer Architecture Papers?

Gauntlet, an open-source pipeline that analyzes a paper through five independent expert-persona reviewers and an adversarial synthesis stage is studied, and a 98-paper automated ablation shows the gain comes from the multi-agent structure.

N. Aggarwal, A. Dubal, Sreeraj Kannakarankodi et al. · 0 citations

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