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researcher

Ransom K. Winder

2 papers hereh-index 7163 citations24 works total

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

author position
  • middle author2

Across the 2 of 2 papers where every author was matched, so the position is known.

fields
  • cs.CR1
  • cs.LG1

identity via Semantic Scholar / OpenAlex

most citedNetwork Defense is Not a Game

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

collaborators

2 papers

cs.LG2025

Training RL Agents for Multi-Objective Network Defense Tasks

Andres Molina-Markham, Luis Robaina, Sean Steinle +6

Open-ended learning (OEL) -- which emphasizes training agents that achieve broad capability over narrow competency -- is emerging as a paradigm to develop artificial intelligence (…

cs.CR2021★ 5 cited

Network Defense is Not a Game

Andres Molina-Markham, Ransom K. Winder, Ahmad Ridley

Research seeks to apply Artificial Intelligence (AI) to scale and extend the capabilities of human operators to defend networks. A fundamental problem that hinders the generalizati…

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