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Nadav Hallak

EPFL

5 papers hereh-index 9402 citations20 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author1
  • middle author2
  • last author2

Across the 5 of 5 papers where every author was matched, so the position is known.

fields
  • math.OC3
  • cs.LG2
affiliations
  • EPFL
Homepage

identity via Semantic Scholar / OpenAlex

activity
20202026
most citedOn the Almost Sure Convergence of Stochastic Gradient Descent in Non-Convex Problems

37 citations · 45 across the 5 of their papers we have counts for

collaborators
Showing cs.LGShow all

2 papers · 1 filter

cs.LG2020★ 7 cited

Regret minimization in stochastic non-convex learning via a proximal-gradient approach

Nadav Hallak, Panayotis Mertikopoulos, Volkan Cevher

Motivated by applications in machine learning and operations research, we study regret minimization with stochastic first-order oracle feedback in online constrained, and possibly…

cs.LG2020★ 1 cited

Efficient Proximal Mapping of the 1-path-norm of Shallow Networks

Fabian Latorre, Paul Rolland, Nadav Hallak +1

We demonstrate two new important properties of the 1-path-norm of shallow neural networks. First, despite its non-smoothness and non-convexity it allows a closed form proximal oper…

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