[PDF][PDF] Science birds novelty: An open-world learning test-bed for physics domains

C Xue, V Pinto, P Zhang, C Gamage… - Proceedings of the …, 2022 - usc-isi-i2.github.io
Successfully operating in open worlds is a hallmark of human intelligence but still remains a
major challenge to modern Artificial Intelligence (AI) systems. With the increasing reliance …

Novelty detection in network traffic: Using survival analysis for feature identification

T Bradley, E Alhajjar, ND Bastian - 2023 IEEE International …, 2023 - ieeexplore.ieee.org
Network Intrusion Detection Systems (NIDS) are an important component of many
organizations' cyber defense, resiliency and assurance strategies. However, one downside …

Characterizing Novelty in the Military Domain

T Chadwick, J Chao, C Izumigawa, G Galdorisi… - arXiv preprint arXiv …, 2023 - arxiv.org
A critical factor in utilizing agents with Artificial Intelligence (AI) is their robustness to novelty.
AI agents include models that are either engineered or trained. Engineered models include …

Novphy: A testbed for physical reasoning in open-world environments

C Gamage, V Pinto, C Xue, P Zhang… - arXiv preprint arXiv …, 2023 - arxiv.org
Due to the emergence of AI systems that interact with the physical environment, there is an
increased interest in incorporating physical reasoning capabilities into those AI systems. But …

[HTML][HTML] NovPhy: A Physical Reasoning Benchmark for Open-world AI Systems

V Pinto, C Gamage, C Xue, P Zhang, E Nikonova… - Artificial Intelligence, 2024 - Elsevier
Due to the emergence of AI systems that interact with the physical environment, there is an
increased interest in incorporating physical reasoning capabilities into those AI systems. But …

The Difficulty of Novelty Detection and Adaptation in Physical Environments

V Pinto, C Gamage, M Stephenson, J Renz - … Joint Conference on Artificial …, 2023 - Springer
Detecting and adapting to novel situations is a major challenge for AI systems that operate in
open-world environments. One reason for this challenge is due to the diverse range of forms …

Physics-Based Novel Task Generation through Disrupting and Constructing Causal Interactions

C Gamage, M Stephenson… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
In response to the growing demand for AI systems that can operate the physical world, there
has been an increasing interest in enhancing their physical reasoning capabilities. Equally …

Novelty Accommodating Multi-agent Planning in High Fidelity Simulated Open World

J Chao, W Piotrowski, M Manzanares… - … on Autonomous Agents …, 2023 - Springer
Autonomous agents acting in real-world environments often need to reason with unknown
novelties interfering with their plan execution. Novelty is an unexpected phenomenon that …

Deep neural networks for detection of rare events, novelties, and data augmentation in multimodal data streams

AV Nesen - 2022 - search.proquest.com
The abundance of heterogeneous data produced and collected each day via multimodal
sources may contain hidden events of interest, but in order to extract them the streams of …