Baltimore Convention Center
Baltimore, Maryland, United States
14 - 18 April 2019
Conference 11006
Artificial Intelligence and Machine Learning for Multi-Domain Operations Applications
Monday - Wednesday 15 - 17 April 2019
Important
Dates
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Abstract Due:
3 October 2018

Author Notification:
10 December 2018

Manuscript Due Date:
20 March 2019

Conference
Committee
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Conference Chair
  • Tien Pham, U.S. Army Research Lab. (United States)

Conference Co-Chair
Program Committee
  • Tarek Abdelzaher, Univ. of Illinois (United States)
  • Erik Blash, Air Force Office of Scientific Research (United States)
  • Addison Bohannon, U.S. Army Research Lab. (United States)
  • Kevin Chan, U.S. Army Research Lab. (United States)
  • Supriyo Chakraborty, IBM Thomas J. Watson Research Ctr. (United States)
  • Ed Colbert, Virginia Polytechnic Institute and State Univ. (United States)
  • Geeth del Mel, IBM United Kingdom Ltd. (United Kingdom)
  • John Fossaceca, U.S. Army Research Lab. (United States)
  • Tim Hanratty, U.S. Army Research Lab. (United States)

Program Committee continued...
  • Brian J. Henz, U.S. Army Research Lab. (United States)
  • Brian Jalaian, U.S. Army Research Lab. (United States)
  • Henry Leung, Univ. of Calgary (Canada)
  • Gavin Pearson, Defence Science and Technology Lab. (United Kingdom)
  • Alun D. Preece, Cardiff Univ. (United Kingdom)
  • Katie Rainey, SPAWAR Systems Ctr. Pacific (United States)
  • Brian Satterfield, Lockheed Martin Corp. (United States)
  • Peter Schwartz, Mitre (United States)
  • Dietrich Wiegmann, U.S. Army Research Lab. (United States)
  • Robert Williams, Discovery Lab. Global (United States)

Monday 15 April Show All Abstracts
Session 1:
AI/ML Multi-Domain Operations (MDO)
Monday 15 April 2019
8:00 AM - 10:00 AM
Location: Conv. Ctr. 342
Session Chairs:
Tien Pham, U.S. Army Research Lab. (United States) ;
Latasha Solomon, U.S. Army Research Lab. (United States)
Operationalizing artificial intelligence for multi-domain operations: a first look (Invited Paper)
Paper 11006-1
Time: 8:00 AM - 8:30 AM
Author(s): David Spencer, Army Capabilities Integration Ctr. (United States); Stephen Duncan, U.S. Army Training and Doctrine Command (United States); Adam Taliaferro, U.S. Army Futures and Concepts Ctr. (United States)
Show Abstract
Federated machine learning for multi-domain operations at the tactical edge (Invited Paper)
Paper 11006-73
Time: 8:30 AM - 9:00 AM
Author(s): Gregory H. Cirincione, Army Research Laboratory (United States); Dinesh Verma, IBM Thomas J. Watson Research Ctr. (United States)
Show Abstract
Towards an intelligent tactical edge: an internet of battlefield things roadmap (Conference Presentation)
Paper 11006-2
Time: 9:00 AM - 9:20 AM
Author(s): Tarek Abdelzaher, Univ. of Illinois (United States); Stephen Russell, U.S. Army Research Lab. (United States)
Show Abstract
Dynamic data driven analytics for multi-domain environments
Paper 11006-4
Time: 9:20 AM - 9:40 AM
Author(s): Erik Blasch, Jonathan D. Ashdown, Air Force Research Lab. (United States); Fotis Kopsaftopoulos, Carlos A. Varela, Rensselaer Polytechnic Institute (United States); Richard H. Newkirk, Air Force Research Lab. (United States)
Show Abstract
Theoretical development of multi-domain command and control
Paper 11006-5
Time: 9:40 AM - 10:00 AM
Author(s): Jason Crane, Islam Hussein, Ronnie Mainieri, Lorraine Weis, L3 Applied Defense Solutions (United States)
Show Abstract
Coffee Break 10:00 AM - 10:30 AM
Session 2:
Context-VOI/Trust
Monday 15 April 2019
10:30 AM - 11:50 AM
Location: Conv. Ctr. 342
Session Chair:
Kevin S. Chan, U.S. Army Research Lab. (United States)
Representing and reasoning over military context information in complex multi domain battlespaces using artificial intelligence and machine learning
Paper 11006-6
Time: 10:30 AM - 10:50 AM
Author(s): Gregory Judd, Defence Science and Technology Group (Australia); Claudia Szabo, The Univ. of Adelaide (Australia); Kevin S. Chan, U.S. Army Research Lab. (United States); Vanja Radenovic, Peter Boyd, Defence Science and Technology Group (Australia); Kelvin Marcus, U.S. Army Research Lab. (United States); Dale Ward, Consilium Technology (Australia)
Show Abstract
Dependable machine intelligence at the tactical edge
Paper 11006-7
Time: 10:50 AM - 11:10 AM
Author(s): Archan Misra, Kasthuri Jayarajah, Dulanga Weerakoon, Randy Tandriansyah, Singapore Management Univ. (Singapore); Shuochao Yao, Tarek Abdelzaher, Univ. of Illinois (United States)
Show Abstract
VoI for complex AI based solutions in coalition environments
Paper 11006-8
Time: 11:10 AM - 11:30 AM
Author(s): Dinesh Verma, IBM Thomas J. Watson Research Ctr. (United States); Geeth R. de Mel, IBM United Kingdom Ltd. (United Kingdom); Gavin Pearson, United Kingdom Ministry of Defence (United Kingdom)
Show Abstract
Towards value of information extensions for internet of battlefield things service management
(Canceled)
Paper 11006-9
Time: 11:30 AM - 11:50 AM
Author(s):
Show Abstract
Lunch Break 11:50 AM - 12:50 PM
Session 3:
Enabling Capabilities for AI/ML
Monday 15 April 2019
12:50 PM - 3:00 PM
Location: Conv. Ctr. 342
Session Chair:
Katie Rainey, SPAWAR Systems Ctr. Pacific (United States)
Design and implementation of the U.S. Army Artificial Intelligence Innovation Institute (Invited Paper)
Paper 11006-10
Time: 12:50 PM - 1:20 PM
Author(s): Greg Cirincione, Tien Pham, Andrew P. Ladas, Brian Stanton, Gregory Fischer, U.S. Army Research Lab. (United States)
Show Abstract
Deep HoriXons (DHX): a 3D virtual reality research campus for crowd-sourcing AI innovations in cooperative autonomy (Conference Presentation)
Paper 11006-11
Time: 1:20 PM - 1:40 PM
Author(s): Rob Williams, Discovery Lab Global (United States)
Show Abstract
Automated information foraging for sensemaking
Paper 11006-12
Time: 1:40 PM - 2:00 PM
Author(s): Phil DiBona, Lockheed Martin Corp. (United States); Shen-Shyang Ho, Rowan University (United States)
Show Abstract
Data column prediction: experiment in automated column tagging using machine learning
Paper 11006-13
Time: 2:00 PM - 2:20 PM
Author(s): Samantha McCabe, Brett Cropp, John Coles, Justin DelVecchio, CUBRC, Inc. (United States); J. Ekstrum, CUBRC Inc. (United States)
Show Abstract
Reducing the cost of visual DL datasets
Paper 11006-14
Time: 2:20 PM - 2:40 PM
Author(s): Philip R. Osteen, Jason L. Owens, Brian Kaukeinen, U.S. Army Research Lab. (United States)
Show Abstract
A conceptual architecture for contractual data sharing in a decentralised environment
Paper 11006-15
Time: 2:40 PM - 3:00 PM
Author(s): Iain Barclay, Alun D. Preece, Ian Taylor, Cardiff Univ. (United Kingdom); Dinesh Verma, IBM Thomas J. Watson Research Ctr. (United States)
Show Abstract
Coffee Break 3:00 PM - 3:30 PM
Session 4:
Learning in Complex Environments
Monday 15 April 2019
3:30 PM - 4:50 PM
Location: Conv. Ctr. 342
Session Chairs:
Alun D. Preece, Cardiff Univ. (United Kingdom) ;
Tarek Abdelzaher, Univ. of Illinois (United States)
An analysis on data curation using mobile robots for learning tasks in complex environments
Paper 11006-16
Time: 3:30 PM - 3:50 PM
Author(s): Julia Donlon, Matthew Young, Maggie Wigness, Cory Hayes, U.S. Army Research Lab. (United States)
Show Abstract
How to make a machine learn continuously: a tutorial of the Bayesian approach
Paper 11006-17
Time: 3:50 PM - 4:10 PM
Author(s): Khoat Than, Xuan Bui, Tung Nguyen-Trong, Khang Truong, Son Nguyen, Bach Tran, Linh Ngo, Anh Nguyen-Duc, Hanoi Univ. of Science and Technology (Viet Nam)
Show Abstract
Towards a learning-algorithm agnostic generative policy model for coalitions
Paper 11006-18
Time: 4:10 PM - 4:30 PM
Author(s): Daniel Cunnington, IBM United Kingdom Ltd. (United Kingdom); Mark Law, Imperial College (United Kingdom); Geeth R. de Mel, IBM United Kingdom Ltd (United Kingdom); Irene Manotas, IBM Thomas J. Watson Research Ctr. (United States); Elisa Bertino, Purdue Univ. (United States); Seraphin Calo, Dinesh Verma, IBM Thomas J. Watson Research Ctr. (United States)
Show Abstract
Comprehensive cooperative deep deterministic policy gradients for multi-agent systems in unstable environment
Paper 11006-19
Time: 4:30 PM - 4:50 PM
Author(s): Dong Xie, Xiangnan Zhong, Qing Yang, Yan Huang, Univ. of North Texas (United States)
Show Abstract
Monday Plenary Session
Monday 15 April 2019
5:00 PM - 6:45 PM
Location: Conv. Ctr. 316

Plenary Session and Presentation details
The future of battlefield “things” (Plenary Presentation)
Paper 11002-301
Time: 5:15 PM - 6:00 PM
Author(s): Philip Perconti, U.S. Army Research Lab. (United States)
Show Abstract
Clinical virtual reality in mental health and rehabilitation: a brief review of the future! (Plenary Presentation)
Paper 11002-300
Time: 6:00 PM - 6:45 PM
Author(s): Albert Skip Rizzo, The University of Southern California (United States)
Show Abstract
Tuesday 16 April Show All Abstracts
Tuesday Plenary Session
Tuesday 16 April 2019
7:45 AM - 9:00 AM
Location: Conv. Ctr. 316

7:45 am to 8:15 am
Morning Coffee Meet and Greet

8:15 am to 9:00 am
Plenary Presentation

Plenary Session and Presentation details
Mosaic warfare (Plenary Presentation)
Paper 11015-100
Time: 8:15 AM - 9:00 AM
Author(s): Timothy P. Grayson, Defense Advanced Research Projects Agency (United States)
Show Abstract
Session 5:
Human Information Interaction: Advanced Concepts
Tuesday 16 April 2019
9:20 AM - 12:00 PM
Location: Conv. Ctr. 342
Session Chairs:
Timothy P. Hanratty, U.S. Army Research Lab. (United States) ;
Addison W. Bohannon, U.S. Army Research Lab. (United States)
Uncertainty-aware situational understanding
Paper 11006-20
Time: 9:20 AM - 9:40 AM
Author(s): Richard Tomsett, IBM United Kingdom Ltd. (United Kingdom); Lance Kaplan, U.S. Army Research Lab. (United States); Federico Cerutti, Cardiff Univ. (United Kingdom); Paul Sullivan, Intellpoint, Inc. (United States); Daniel A. Vente, Marc Vilamala, Angelika Kimmig, Alun D. Preece, Cardiff Univ. (United Kingdom); Murat Sensoy, Ozyegin Univ. (Turkey)
Show Abstract
Agent based modeling simulation of decision making with uncertainty
Paper 11006-21
Time: 9:40 AM - 10:00 AM
Author(s): Adrienne J. Raglin, Somiya Metu, U.S. Army Research Lab. (United States)
Show Abstract
Extended Coffee/ Exhibition Break 10:00 AM - 11:00 AM
Application of data science within the Army intelligence warfighting function: problem summary and key findings
Paper 11006-22
Time: 11:00 AM - 11:20 AM
Author(s): Robert Ganger, John Coles, Jacob Ekstrum, CUBRC, Inc. (United States); Timothy Hanratty, Eric Heilman, U.S. Army Research Lab. (United States); Jason Boslaugh, Zachary Kendrick, United States Army Intelligence Ctr. of Excellence (United States)
Show Abstract
Computational tools to support analysis and decision making
Paper 11006-23
Time: 11:20 AM - 11:40 AM
Author(s): Thomas Pike, U.S. Army (United States)
Show Abstract
Managing training data from untrusted partners using self-generating policies
Paper 11006-24
Time: 11:40 AM - 12:00 PM
Author(s): Dinesh Verma, Seraphin Calo, Shonda A. Witherspoon, Irene Manotas, IBM Thomas J. Watson Research Ctr. (United States); Elisa Bertino, Amani Abu Jabal, Purdue Univ. (United States); Geeth R. de Mel, IBM United Kingdom Ltd. (United Kingdom); Ananthram Swami, Greg Cirincione, U.S. Army Research Lab. (United States); Gavin Pearson, United Kingdom Ministry of Defence (United Kingdom)
Show Abstract
Lunch Break 12:00 PM - 1:30 PM
Session 6:
Human Agent Teaming I
Tuesday 16 April 2019
1:30 PM - 3:10 PM
Location: Conv. Ctr. 342
Session Chairs:
Timothy P. Hanratty, U.S. Army Research Lab. (United States) ;
Addison W. Bohannon, U.S. Army Research Lab. (United States)
Partnering with technology: the importance of human machine teaming in future MDC2 systems
Paper 11006-25
Time: 1:30 PM - 1:50 PM
Author(s): Jamie Klamm, Cindy Dominguez, Beth Yost, Patty McDermott, Michelle Lenox, The MITRE Corp. (United States)
Show Abstract
Grounding natural language commands to StarCraft II game states for narration-guided reinforcement learning
Paper 11006-26
Time: 1:50 PM - 2:10 PM
Author(s): Nicholas R. Waytowich, Sean L. Barton, Vernon J. Lawhern, Ethan Stump, Garrett Warnell, U.S. Army Research Lab. (United States)
Show Abstract
Improving motion sickness severity classification through multi-modal data fusion
Paper 11006-27
Time: 2:10 PM - 2:30 PM
Author(s): Mark S. Dennison, U.S. Army Research Lab. (United States); Mike D'Zmura, Univ. of California, Irvine (United States); Andre V. Harrison, U.S. Army Research Lab. (United States); Michael Lee, Adrienne J. Raglin, U.S. Army Research Lab (United States)
Show Abstract
Investigating immersive collective intelligence
Paper 11006-28
Time: 2:30 PM - 2:50 PM
Author(s): Mark R. Mittrick, John Richardson, Mark Dennison, Theron Trout, Eric Heilman, Timothy Hanratty, U.S. Army Research Lab. (United States)
Show Abstract
Intelligent squad weapon: challenges to displaying and interacting with artificial intelligence in small arms weapon systems
Paper 11006-29
Time: 2:50 PM - 3:10 PM
Author(s): Michael Geuss, Gabriella Larkin, Jennifer Swoboda, U.S. Army Research Lab. (United States); Alfred B. Yu, Jonathan Bakdash, U.S. Army CCDC, Army Research Lab (United States); Timothy White, U.S. Army Research Lab. (United States); Megan Berthiaume, U.S. Army CCDC, Armaments Center (United States); Brent J. Lance, U.S. Army CCDC, Army Research Lab. (United States)
Show Abstract
Explainable AI through forced usage of human important features
(Canceled)
Paper 11006-30
Time: 3:10 PM - 3:30 PM
Author(s):
Show Abstract
Coffee Break 3:10 PM - 3:40 PM
Session 7:
Human Agent Teaming II
Tuesday 16 April 2019
3:40 PM - 5:20 PM
Location: Conv. Ctr. 342
Session Chairs:
Addison W. Bohannon, U.S. Army Research Lab. (United States) ;
Timothy P. Hanratty, U.S. Army Research Lab. (United States)
Classification of military occupational specialty codes for agent learning in human-agent teams
Paper 11006-31
Time: 4:00 PM - 4:20 PM
Author(s): Justine Caylor, Sean L. Barton, Erin Zaroukian, Derrik E. Asher, U.S. Army Research Lab. (United States)
Show Abstract
Achieving useful AI explanations in a high-tempo complex environment
Paper 11006-32
Time: 4:20 PM - 4:40 PM
Author(s): David Braines, IBM United Kingdom Ltd. (United Kingdom); Alun D. Preece, Daniel Harborne, Cardiff Univ. (United Kingdom)
Show Abstract
A framework for enhancing human-agent teamwork through adaptive individualized technologies
Paper 11006-33
Time: 4:40 PM - 5:00 PM
Author(s): Addison W. Bohannon, Sean M. Fitzhugh, Arwen H. DeCostanza, U.S. Army Research Lab. (United States)
Show Abstract
Developing the sensitivity of LIME for better machine learning explanation
Paper 11006-55
Time: 3:40 PM - 4:00 PM
Author(s): Eunjin Lee, David Braines, IBM United Kingdom Ltd. (United Kingdom); Mitchell Stiffler, Adam Adam Hudler, U.S. Military Academy (United States); Daniel Harborne, Cardiff Univ. (United Kingdom)
Show Abstract
Effect of cooperative team size on coordination in adaptive multi-agent systems
Paper 11006-34
Time: 5:00 PM - 5:20 PM
Author(s): Derrik E. Asher, Sean L. Barton, Erin Zaroukian, Nicholas R. Waytowich, U.S. Army Research Lab. (United States)
Show Abstract
Poster Session
Tuesday 16 April 2019
6:00 PM - 8:00 PM
Location: Conv. Ctr. 307-310

All conference attendees are invited to attend the evening Poster Session to view the high-quality posters and engage the authors in discussion. Enjoy light refreshments while networking with colleagues in your field. Attendees are required to wear their conference registration badges to access the poster session.

Poster Presentation Guidelines: http://spie.org/DCSPosterGuidelines

Poster Setup/Preview: Tuesday 10:00 AM – 5:00 PM
Poster Session: Tuesday 6:00 PM – 8:00 PM
Poster Teardown: Tuesday 8:00 PM – 8:30 PM
SPIE assumes no responsibility for posters left up after the end of each poster session. Posters not removed will be considered unwanted and will be discarded.
Properties of federated averaging on highly distributed data
Paper 11006-51
Time: 6:00 PM - 8:00 PM
Author(s): Nirmit Desai, Dinesh Verma, IBM Thomas J. Watson Research Ctr. (United States)
Show Abstract
Beyond validation accuracy: incorporating out-of-distribution checks, explainability, and adversarial attacks into classifier design
Paper 11006-53
Time: 6:00 PM - 8:00 PM
Author(s): John S. Hyatt, Michael S. Lee, U.S. Army Research Lab. (United States)
Show Abstract
Image quality and super resolution effects on object recognition using deep neural networks
Paper 11006-54
Time: 6:00 PM - 8:00 PM
Author(s): Christoph C. Borel-Donohue, S. Susan Young, U.S. Army Research Lab. (United States)
Show Abstract
Security engineering with machine learning for adversarial resiliency in cyber physical systems
Paper 11006-59
Time: 6:00 PM - 8:00 PM
Author(s): Felix Olowononi, Howard University (United States); Danda Rawat, Moses Garuba, Howard Univ. (United States); Charles Kamhoua, U.S. Army Research Lab. (United States)
Show Abstract
On the machine learning for minimizing the negative influence in mobile cyber physical systems
Paper 11006-60
Time: 6:00 PM - 8:00 PM
Author(s): Vijay Chaudhary, Danda Rawat, Howard Univ. (United States)
Show Abstract
Deep adversarial attack on target detection systems
Paper 11006-61
Time: 6:00 PM - 8:00 PM
Author(s): Uche Osahor, Nasser Nasrabadi, West Virginia Univ. (United States)
Show Abstract
How to practically deploy deep neural networks to distributed network environments for scene perception
Paper 11006-62
Time: 6:00 PM - 8:00 PM
Author(s): Hyungtae Lee, Heesung Kwon, U.S. Army Research Lab. (United States)
Show Abstract
Machine learning using template matching applied to object tracking in video data
Paper 11006-63
Time: 6:00 PM - 8:00 PM
Author(s): David A. Zuehlke, Troy A. Henderson, Sonya A. H. McMullen, Embry-Riddle Aeronautical Univ. (United States)
Show Abstract
Overview of machine learning (ML) based perception algorithms for unstructured and degraded visual environments
Paper 11006-64
Time: 6:00 PM - 8:00 PM
Author(s): Priya Narayanan, U.S. Army Research Lab. (United States); Zhenyu Wu, Texas A&M Univ. (United States); Heesung Kwon, U.S. Army Research Lab. (United States); Zhangyang Wang, Texas A&M Univ. (United States); Raghuveer Rao, U.S. Army Research Lab. (United States)
Show Abstract
Reducing bathymetric-lidar algorithm uncertainty with genetic programming and the evolutionary multi-objective algorithm design engine
Paper 11006-65
Time: 6:00 PM - 8:00 PM
Author(s): Jason Zutty, Domenic A. Carr, Rodd Talebi, James Rick, Christopher R. Valenta, Gregory Rohling, Georgia Tech Research Institute (United States)
Show Abstract
Understanding of multi-domain battle challenges: AI/ML and the day/night thermal variability of targets
Paper 11006-67
Time: 6:00 PM - 8:00 PM
Author(s): Patrick J. Rauss, Dalton Rosario, U.S. Army Research Lab. (United States)
Show Abstract
Machine learning based spectral interpretation in chemical detection
Paper 11006-68
Time: 6:00 PM - 8:00 PM
Author(s): Patrick Riley, U.S. Army Edgewood Chemical Biological Ctr. (United States); Samir Deshpande, Science & Technology Corp. (United States)
Show Abstract
Radio frequency classification toolbox for drone detection
Paper 11006-69
Time: 6:00 PM - 8:00 PM
Author(s): Abdulkabir Bello, Old Dominion Univ. (United States); Biswajit Biswal, South Carolina State Univ. (United States); Sachin Shetty, Old Dominion Univ. (United States); Charles Kamhoua, U.S. Army Research Lab. (United States); Kimberly Gold, Naval Surface Warfare Ctr. Crane Div. (United States)
Show Abstract
Integrating blackboard-based cyber and physical domain warfare command systems
Paper 11006-71
Time: 6:00 PM - 8:00 PM
Author(s): Jeremy Straub, North Dakota State Univ. (United States)
Show Abstract
Contingent attention management in multitasked environments
Paper 11006-72
Time: 6:00 PM - 8:00 PM
Author(s): Hesham Fouad, Ranjeev Mittu, Derek Brock, U.S. Naval Research Lab. (United States)
Show Abstract
Wednesday 17 April Show All Abstracts
Session 8:
Novel AI/ML Algorithms
Wednesday 17 April 2019
8:30 AM - 12:30 PM
Location: Conv. Ctr. 342
Session Chairs:
Robert Williams, Discovery Lab. Global (United States) ;
Brian Jalaian, U.S. Army Research Lab. (United States)
Intelligence augmentation for urban warfare operation planning using deep reinforcement learning
Paper 11006-35
Time: 8:30 AM - 8:50 AM
Author(s): Paolo de Heer, Nico de Reus, Lucia Tealdi, Philip Kerbusch, TNO (Netherlands)
Show Abstract
Super-convergence: very fast training of neural networks using large learning rates
Paper 11006-36
Time: 8:50 AM - 9:10 AM
Author(s): Leslie N. Smith, U.S. Naval Research Lab. (United States); Nicholay Topin, Carnegie Mellon Univ. (United States)
Show Abstract
An efficient approximate algorithm for achieving (k −ω) barrier coverage in camera wireless sensor networks
Paper 11006-37
Time: 9:10 AM - 9:30 AM
Author(s): Binh Nguyen Thi My, School of Information and Communication Technology, Hanoi University of Science and Technology, Hano (Viet Nam); Huynh Thi Thanh Binh, Hanoi Univ. of Science and Technology (Viet Nam); Loi Vu Le, School of Information and Communication Technology, Hanoi University of Science and Technology, Hano (Viet Nam); Nghia Vu Trung, San Dang Lam, Thang Chu Minh, Hanoi Univ. of Science and Technology (Viet Nam)
Show Abstract
Algorithmically identifying strategies in multi-agent game-theoretic environments
Paper 11006-38
Time: 9:30 AM - 9:50 AM
Author(s): Erin Zaroukian, U.S. Army Research Lab. (United States); Sebastian Rodriguez, Univ. of Illinois (United States); Sean L. Barton, James A. Schaffer, Brandon Perelman, Nicholas R. Waytowich, Blaine Hoffman, Derrik E. Asher, U.S. Army Research Lab. (United States)
Show Abstract
A rapid convergent genetic algorithm for NP-hard problems
Paper 11006-39
Time: 9:50 AM - 10:10 AM
Author(s): Oren Liel, Nonel S. Thirer, Holon Institute of Technology (Israel)
Show Abstract
Extended Coffee/ Exhibition break 10:10 AM - 11:10 AM
Identifying maritime vessels at multiple levels of descriptions using deep features
Paper 11006-40
Time: 11:10 AM - 11:30 AM
Author(s): David Heyse, Nicholas Warren, Jelena Tesic, Texas State Univ. (United States)
Show Abstract
Super resolution-assisted deep aerial vehicle detection
Paper 11006-41
Time: 11:30 AM - 11:50 AM
Author(s): Syeda Nyma Ferdous, Moktari Mostofa, Nasser Nasrabadi, West Virginia Univ. (United States)
Show Abstract
Bayesian learning of random signal distributions in complex environments
Paper 11006-70
Time: 11:50 AM - 12:10 PM
Author(s): D. Keith Wilson, Daniel J. Breton, US Army Engineer Research and Development Ctr (United States); Chis L. Pettit, U.S. Naval Academy (United States); Vladimir E. Ostashev, US Army Engineer Research and Development Ctr (United States)
Show Abstract
Using convolutional neural network autoencoders to understand unlabeled data
Paper 11006-42
Time: 12:10 PM - 12:30 PM
Author(s): Samuel N. Edwards, U.S. Army Research Lab. (United States), Parsons Corp. (United States); Michael S. Lee, U.S. Army Research Lab. (United States)
Show Abstract
Lunch Break 12:30 PM - 1:40 PM
Session 9:
Adversarial Learning
Wednesday 17 April 2019
1:40 PM - 3:30 PM
Location: Conv. Ctr. 342
Session Chairs:
Supriyo Chakraborty, IBM Thomas J. Watson Research Ctr. (United States) ;
Kevin S. Chan, U.S. Army Research Lab. (United States)
Understanding federated learning through an adversarial lens (Invited Paper)
Paper 11006-43
Time: 1:40 PM - 2:10 PM
Author(s): Supriyo Chakraborty, IBM Thomas J. Watson Research Ctr. (United States)
Show Abstract
Improving unmanned aerial vehicle-based object detection via adversarial training: a (almost) free lunch to enjoy (Conference Presentation)
Paper 11006-44
Time: 2:10 PM - 2:30 PM
Author(s): Zhenyu Wu, Karthik Suresh, Zhangyang Wang, Texas A&M Univ. (United States); Priya Narayanan, Heesung Kwon, U.S. Army Research Lab. (United States)
Show Abstract
Defending against adversarial attacks in deep neural networks
Paper 11006-45
Time: 2:30 PM - 2:50 PM
Author(s): Suya You, U.S. Army Research Lab. (United States); C-C Jay Kuo, Univ. of Southern California, Los Angeles (United States)
Show Abstract
Model poisoning attacks against distributed machine learning systems
Paper 11006-46
Time: 2:50 PM - 3:10 PM
Author(s): Richard Tomsett, IBM United Kingdom Ltd. (United Kingdom); Kevin S. Chan, U.S. Army Research Lab. (United States); Supriyo Chakraborty, IBM Thomas J. Watson Research Ctr. (United States)
Show Abstract
Steps toward a principled approach to automating cyber responses
Paper 11006-47
Time: 3:10 PM - 3:30 PM
Author(s): Scott Musman, Lashon Booker, Andrew Applebaum, Brian Edmonds, The MITRE Corp. (United States)
Show Abstract
Coffee Break 3:30 PM - 4:00 PM
Session 10:
AI/ML Applications
Wednesday 17 April 2019
4:00 PM - 5:40 PM
Location: Conv. Ctr. 342
Session Chairs:
Brian J. Henz, U.S. Army Research Lab. (United States) ;
Peter Schwartz, The MITRE Corp. (United States)
DAIS-ITA scenario
Paper 11006-3
Time: 4:00 PM - 4:20 PM
Author(s): Graham White, IBM United Kingdom Ltd. (United Kingdom); Simon Pierson, DSTL (United Kingdom); Brian Rivera, Army Research Laboratory (United States); Maroun Touma, IBM United States (United States); Paul Sullivan, Army Research Laboratory (United States); Dave Braines, IBM United Kingdom Ltd. (United Kingdom)
Show Abstract
Towards building actionable indicators of compromise based on a collaboration model
Paper 11006-48
Time: 4:20 PM - 4:40 PM
Author(s): Izzat Alsmadi, Texas A&M Univ.-San Antonio (United States); Nandi Leslie, Charles Kamhoua, U.S. Army Research Lab. (United States)
Show Abstract
Radar emitter and activity identification using deep clustering methods
Paper 11006-49
Time: 4:40 PM - 5:00 PM
Author(s): Diego Marez, Samuel Borden, Gregori Clarke, John Reeder, Nicholas Johnson, SPAWAR Systems Ctr. Pacific (United States)
Show Abstract
Approaches to address the data skew problem in federated learning
Paper 11006-50
Time: 5:00 PM - 5:20 PM
Author(s): Dinesh Verma, IBM Thomas J. Watson Research Ctr. (United States); Graham White, IBM United Kingdom Ltd. (United Kingdom); Simon Julier, Stepehen Pasteris, Univ. College London (United Kingdom); Supriyo Chakraborty, IBM Thomas J. Watson Research Ctr. (United States); Greg Cirincione, U.S. Army Research Lab. (United States)
Show Abstract
Experience and lessons learned from the Army RCO Blind Signal Classification Competition
Paper 11006-52
Time: 5:20 PM - 5:40 PM
Author(s): Peng Wang, Manuel Vindiola, John S. Hyatt, Michael S. Lee, U.S. Army Research Lab. (United States)
Show Abstract
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