Test-Time Collective Classification over Multi-Agent Networks
Ping Hu, Mert Kayaalp, Ali H. Sayed
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Preprint
Aug 2026
Test-Time Collaborative Classification over Multi-Agent Networks
This work develops a theoretical and experimental study of this independent training and cooperative inference paradigm, and establishes classification error guarantees under sufficient, finite-round, and finite-precision communication, together with PAC-style generalization bounds.
Ping Hu, Mert Kayaalp, Ali H. Sayed
· 0 citations