US Army Research Laboratory (DEVCOM)
The US Army’s fundamental research laboratory.
We studied how AI can make sense of changing, uncertain information. The work combined learning and reasoning to recognise events in sensor data, examine cyber threats and help people judge how much confidence to place in an answer.
Papers and technical reports
Scaling Online Complex Event Detection with Synthetic Supervision and Mamba-Based Neural Algorithmic Reasoning
2026 · Transactions on Machine Learning Research
Preliminary Insights Into Resource-Constrained Neuro-Symbolic Causal Complex Event Processing
2025 · Proceedings of the 2025 28th International Conference on Information Fusion, FUSION 2025
Preliminary Investigation into Uncertainty-Aware Attack Stage Classification
2025 · CEUR Workshop Proceedings
Risk-aware classification via uncertainty quantification
2025 · Expert Systems with Applications
Toward Foundation Models for Online Complex Event Detection in CPS-IoT: A Case Study
2025 · FMSys 2025 - Proceedings of the 2025 2nd International Workshop on Foundation Models for Cyber-Physical Systems and Internet of Things, 2025 Cyber-Physical Systems and Internet-of-Things Week, CPS-IoT Week 2025 Workshops
Neuro-Symbolic Fusion of Wi-Fi Sensing Data for Passive Radar with Inter-Modal Knowledge Transfer
2024 · FUSION 2024 - 27th International Conference on Information Fusion
TeamCollab: A Framework for Collaborative Perception-Cognition-Communication-Action
2024 · FUSION 2024 - 27th International Conference on Information Fusion
A Formal Account for Reasoning About Uncertain Probabilities in Intelligence Analysis
2023 · 2023 IEEE International Workshop on Technologies for Defense and Security, TechDefense 2023 - Proceedings
Accurate Passive Radar via an Uncertainty-Aware Fusion of Wi-Fi Sensing Data
2023 · 2023 26th International Conference on Information Fusion, FUSION 2023
DeepProbCEP: A neuro-symbolic approach for complex event processing in adversarial settings
2023 · Expert Systems with Applications
PRIVAtE: Passive Radar Interpretability using Variational Auto Encoders
2023 · 2023 IEEE International Workshop on Technologies for Defense and Security, TechDefense 2023 - Proceedings
Evidential Reasoning and Learning: a Survey
2022 · IJCAI International Joint Conference on Artificial Intelligence
Handling epistemic and aleatory uncertainties in probabilistic circuits
2022 · Machine Learning
SOLBP: Second-Order Loopy Belief Propagation for Inference in Uncertain Bayesian Networks
2022 · 2022 25th International Conference on Information Fusion, FUSION 2022
DeepSQA: Understanding Sensor Data via Question Answering
2021 · IoTDI 2021 - Proceedings of the 2021 International Conference on Internet-of-Things Design and Implementation
Uncertain Bayesian Networks: Learning from Incomplete Data
2021 · IEEE International Workshop on Machine Learning for Signal Processing, MLSP
A hybrid neuro-symbolic approach for complex event proceßing (extended abstract)
2020 · Electronic Proceedings in Theoretical Computer Science, EPTCS
Neuroplex: Learning to detect complex events in sensor networks through knowledge injection
2020 · SenSys 2020 - Proceedings of the 2020 18th ACM Conference on Embedded Networked Sensor Systems
Rapid Trust Calibration through Interpretable and Uncertainty-Aware AI
2020 · Patterns
Second-order learning and inference using incomplete data for uncertain bayesian networks: A two node example
2020 · Proceedings of 2020 23rd International Conference on Information Fusion, FUSION 2020
Uncertainty-aware deep classifiers using generative models
2020 · AAAI 2020 - 34th AAAI Conference on Artificial Intelligence
DeepCEP: Deep complex event processing using distributed multimodal information
2019 · Proceedings - 2019 IEEE International Conference on Smart Computing, SMARTCOMP 2019
Probabilistic logic programming with beta-distributed random variables
2019 · 33rd AAAI Conference on Artificial Intelligence, AAAI 2019, 31st Innovative Applications of Artificial Intelligence Conference, IAAI 2019 and the 9th AAAI Symposium on Educational Advances in Artificial Intelligence, EAAI 2019
Uncertainty-Aware situational understanding
2019 · Proceedings of SPIE - The International Society for Optical Engineering
Interpretability of deep learning models: A survey of results
2018 · 2017 IEEE SmartWorld Ubiquitous Intelligence and Computing, Advanced and Trusted Computed, Scalable Computing and Communications, Cloud and Big Data Computing, Internet of People and Smart City Innovation, SmartWorld/SCALCOM/UIC/ATC/CBDCom/IOP/SCI 2017 - Conference Proceedings
Learning and Reasoning in Complex Coalition Information Environments: A Critical Analysis
2018 · 2018 21st International Conference on Information Fusion, FUSION 2018
Subjective bayesian networks and human-in-the-loop situational understanding
2018 · Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Subjective logic operators in trust assessment: an empirical study
2015 · Information Systems Frontiers