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I. Khmelnitsky

4 papers hereh-index 553 citations15 works total

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

author position
  • first author3
  • last author1

Across the 4 of 4 papers where every author was matched, so the position is known.

fields
  • cs.FL2
  • cs.LG1
  • cs.LO1

identity via Semantic Scholar / OpenAlex

activity
20202023
most citedProperty-Directed Verification of Recurrent Neural Networks

5 citations · 9 across the 4 of their papers we have counts for

collaborators

4 papers

cs.FL2023★ 1 cited

Analyzing Robustness of Angluin's L∗ Algorithm in Presence of Noise

Lina Ye, Igor Khmelnitsky, Serge Haddad +5

Angluin's L∗ algorithm learns the minimal deterministic finite automaton (DFA) of a regular language using membership and equivalence queries. Its probabilistic approximatively…

cs.FL2022★ 3 cited

Analyzing Robustness of Angluin's L* Algorithm in Presence of Noise

Igor Khmelnitsky, Serge Haddad, Lina Ye +5

Angluin's L* algorithm learns the minimal (complete) deterministic finite automaton (DFA) of a regular language using membership and equivalence queries. Its probabilistic approxim…

cs.LO2021

Coverability, Termination, and Finiteness in Recursive Petri Nets

Alain Finkel, Serge Haddad, Igor Khmelnitsky

In the early two-thousands, Recursive Petri nets have been introduced in order to model distributed planning of multi-agent systems for which counters and recursivity were necessar…

cs.LG2020★ 5 cited

Property-Directed Verification of Recurrent Neural Networks

Igor Khmelnitsky, Daniel Neider, Rajarshi Roy +6

This paper presents a property-directed approach to verifying recurrent neural networks (RNNs). To this end, we learn a deterministic finite automaton as a surrogate model from a g…

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