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researcher

J. Grana

3 papers hereh-index 7163 citations27 works total

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

author position
  • sole author1
  • middle author2

Across the 3 of 3 papers where every author was matched, so the position is known.

fields
  • cs.CR1
  • cs.LG1
  • cs.SI1

identity via Semantic Scholar / OpenAlex

most citedPerturbing Inputs to Prevent Model Stealing

5 citations · 5 across the 2 of their papers we have counts for

collaborators

3 papers

cs.LG2020

Policy-focused Agent-based Modeling using RL Behavioral Models

Osonde A. Osoba, Raffaele Vardavas, Justin Grana +2

Agent-based Models (ABMs) are valuable tools for policy analysis. ABMs help analysts explore the emergent consequences of policy interventions in multi-agent decision-making settin…

cs.CR2020★ 5 cited

Perturbing Inputs to Prevent Model Stealing

Justin Grana

We show how perturbing inputs to machine learning services (ML-service) deployed in the cloud can protect against model stealing attacks. In our formulation, there is an ML-service…

cs.SI2017

Modeling Social Organizations as Communication Networks

David Wolpert, Justin Grana, Brendan Tracey +2

We identify the "organization" of a human social group as the communication network(s) within that group. We then introduce three theoretical approaches to analyzing what determine…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.