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From the 3 of 172 papers with an AI index.

most citedGWTC-4.0: Updating the Gravitational-Wave Transient Catalog with Observations from the First Part of the Fourth LIGO-Virgo-KAGRA Observing Run

38 citations

Showing cs.LGShow all

5 papers · 1 filter

cs.LG2026

Deep Neural Networks as Discrete Dynamical Systems: Implications for Physics-Informed Learning

Abhisek Ganguly, Santosh Ansumali, Sauro Succi

We revisit the analogy between feed-forward deep neural networks (DNNs) and discrete dynamical systems derived from neural integral equations and their corresponding partial differ…

cs.LG2026

StepShield: When, Not Whether to Intervene on Rogue Agents

Gloria Felicia, Zitha Sasindran, Jinfeng He +3

Agent safety benchmarks measure whether a monitor detects harm, not when. Yet timing is the difference between intervention and autopsy. We introduce StepShield, the first benchmar…

cs.LG2026

Achieving Sample Complexity for Bilinear Systems Identification under Bounded Noises

Hongyu Yi, Chenbei Lu, Jing Yu

This paper studies finite-sample set-membership identification for discrete-time bilinear systems under bounded symmetric log-concave disturbances. Our analysis considers trajector…

cs.LG2026

Benchmark Datasets for Lead-Lag Forecasting on Social Platforms

Kimia Kazemian, Zhenzhen Liu, Yangfanyu Yang +9

Social and collaborative platforms emit multivariate time-series traces in which early interactions -- such as views, likes, or downloads -- are followed, sometimes months or years…

cs.LG2026

KindSleep: Knowledge-Informed Diagnosis of Obstructive Sleep Apnea from Oximetry

Micky C Nnamdi, Wenqi Shi, Cheng Wan +4

Obstructive sleep apnea (OSA) is a sleep disorder that affects nearly one billion people globally and significantly elevates cardiovascular risk. Traditional diagnosis through poly…