activity
20132023
most citedBeyond Sparsity: Tree Regularization of Deep Models for Interpretability

104 citations · 124 across the 5 of their papers we have counts for

collaborators

5 papers

cs.LG2023★ 1 cited

Conditional Matrix Flows for Gaussian Graphical Models

Marcello Massimo Negri, F. Arend Torres, Volker Roth

Studying conditional independence among many variables with few observations is a challenging task. Gaussian Graphical Models (GGMs) tackle this problem by encouraging sparsity in…

cs.CR2018★ 4 cited

New Directions for Trust in the Certificate Authority Ecosystem

Jan-Ole Malchow, Benjamin Güldenring, Volker Roth

Many of the benefits we derive from the Internet require trust in the authenticity of HTTPS connections. Unfortunately, the public key certification ecosystem that underwrites this…

stat.ML2017★ 104 cited

Beyond Sparsity: Tree Regularization of Deep Models for Interpretability

Mike Wu, Michael C. Hughes, Sonali Parbhoo +3

The lack of interpretability remains a key barrier to the adoption of deep models in many applications. In this work, we explicitly regularize deep models so human users might step…

cs.NI2016★ 13 cited

Towards Better Internet Citizenship: Reducing the Footprint of Internet-wide Scans by Topology Aware Prefix Selection

Johannes Klick, Stephan Lau, Matthias Wählisch +1

Internet service discovery is an emerging topic to study the deployment of protocols. Towards this end, our community periodically scans the entire advertised IPv4 address space. I…

cs.CR2013★ 2 cited

A Secure Submission System for Online Whistleblowing Platforms

Volker Roth, Benjamin Güldenring, Eleanor Rieffel +2

Whistleblower laws protect individuals who inform the public or an authority about governmental or corporate misconduct. Despite these laws, whistleblowers frequently risk reprisal…