10 citations · 12 across the 6 of their papers we have counts for
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cs.LG2020★ 1 cited
Verification of ML Systems via Reparameterization
Jean-Baptiste Tristan, Joseph Tassarotti, Koundinya Vajjha +2
As machine learning is increasingly used in essential systems, it is important to reduce or eliminate the incidence of serious bugs. A growing body of research has developed machin…
cs.LG2019★ 10 cited
A Formal Proof of PAC Learnability for Decision Stumps
Joseph Tassarotti, Koundinya Vajjha, Anindya Banerjee +1
We present a formal proof in Lean of probably approximately correct (PAC) learnability of the concept class of decision stumps. This classic result in machine learning theory deriv…