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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

Author

V. Viswanathan

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2 papers indexed here

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#natural language process... Feb 2025

Towards Optimal Multi-draft Speculative Decoding

The results show that the draft sampling method strongly influences the optimal acceptance rate, with sampling without replacement outperforming sampling with replacement, and the theoretical upper bound of MDSD efficiency is measured for the first time.

Zheng-Mian Hu, Tong Zheng, V. Viswanathan et al. · 26 citations · ⚡4
Preprint Oct 2026

Fair Allocation with Dichotomous Preferences over Item Complements

We study the problem of fair allocation when agents have dichotomous submodular preferences over groups of, rather than individual, items. These preferences naturally extend existing models, and have a natural interpretation in settings such as course allocation. We show that this seemingly minor extension results in c...

Soumyajit Pyne, V. Viswanathan, Wen-Hao Yang et al. · 0 citations

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