University of California, Los Angeles (UCLA)
Our shared work concerned reasoning and learning when information is incomplete or uncertain; interpreting signals, sensor data and complex events. The linked publications developed these topics through research models, methods and evaluations.
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
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
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
Human-machine collaboration in intelligence analysis: An expert evaluation
2023 · Intelligent 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
DeepSQA: Understanding Sensor Data via Question Answering
2021 · IoTDI 2021 - Proceedings of the 2021 International Conference on Internet-of-Things Design and Implementation
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
DeepCEP: Deep complex event processing using distributed multimodal information
2019 · Proceedings - 2019 IEEE International Conference on Smart Computing, SMARTCOMP 2019
Cognitive computing for coalition situational understanding
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
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
Supporting reasoning with different types of evidence in intelligence analysis
2015 · Proceedings of the International Joint Conference on Autonomous Agents and Multiagent Systems, AAMAS