University of California, Los Angeles (UCLA)
Il lavoro condiviso ha riguardato ragionamento e apprendimento con informazioni incomplete o incerte; interpretazione di segnali, dati da sensori ed eventi complessi. Le pubblicazioni collegate hanno approfondito questi temi attraverso modelli, metodi e valutazioni di ricerca.
Pubblicazioni e rapporti tecnici
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