Stefan Dernbach

Joined

September 2024

Names

Stefan Dernbach (Preferred)

Emails

****@gmail.com (Confirmed)

****@cs.umass.edu (Confirmed)

****@pnnl.gov (Confirmed)

Personal Links

Homepage

DBLP

ORCID

Career & Education History

Researcher

Pacific Northwest National Laboratory (pnnl.gov)

2021 – 2024

Advisors, Relations & Conflicts

PhD Advisor

Don Towsley

2012 – 2021

Expertise

Machine Learning

Present

Publications

Thinking Fast and Laterally: Multi-Agentic Approach for Reasoning about Uncertain Emerging Events
Stefan Dernbach, Alejandro Michel, Khushbu Agarwal, Christopher Brissette, geetika gupta, Sutanay Choudhury
- Sys2-Reasoning Poster
- Readers: Everyone
GLaM: Fine-Tuning Large Language Models for Domain Knowledge Graph Alignment via Neighborhood Partitioning and Generative Subgraph Encoding
Stefan Dernbach, Khushbu Agarwal, Alejandro Zuniga, Michael Henry, Sutanay Choudhury
- AAAI Spring Symposia 2024
- Readers: Everyone
Filtered Manifold Alignment
Stefan Dernbach, Don Towsley
- CoRR 2020
- Readers: Everyone
Quantum walk neural networks with feature dependent coins
Stefan Dernbach, Arman Mohseni-Kabir, Siddharth Pal, Miles Gepner, Don Towsley
- Appl. Netw. Sci. 2019
- Readers: Everyone
Quantum Walk Neural Networks for Graph-Structured Data
Stefan Dernbach, Arman Mohseni-Kabir, Siddharth Pal, Don Towsley
- COMPLEX NETWORKS (2) 2018
- Readers: Everyone
Cache content-selection policies for streaming video services
Stefan Dernbach, Nina Taft, Jim Kurose, Udi Weinsberg, Christophe Diot, Azin Ashkan
- INFOCOM 2016
- Readers: Everyone
Deep Reinforcement Learning With Macro-Actions
Ishan P. Durugkar, Clemens Rosenbaum, Stefan Dernbach, Sridhar Mahadevan
- 2016 (modified: 24 Apr 2023)
- CoRR 2016
- Readers: Everyone
Simple and Complex Activity Recognition through Smart Phones
Stefan Dernbach, Barnan Das, Narayanan Chatapuram Krishnan, Brian L. Thomas, Diane J. Cook
- Intelligent Environments 2012
- Readers: Everyone