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stat.ML2026
Fundamental limits of distributed multiclass classification from simple binary decisions
Ioannis Papageorgiou, Srinivas Nomula, Ayalvadi Ganesh +2
We consider the problem of constructing a -class classifier from the combination of simple binary classifiers -- this is a natural paradigm to construct a sophistica…
stat.ML2026
Random Walk Learning and the Pac-Man Attack
Xingran Chen, Parimal Parag, Rohit Bhagat +2
Random walk (RW)-based algorithms have long been popular in distributed systems due to low overheads and scalability, with recent growing applications in decentralized learning. Ho…