Jonas Petersen
PulseAugur coverage of Jonas Petersen — every cluster mentioning Jonas Petersen across labs, papers, and developer communities, ranked by signal.
-
New FactoryBench benchmark reveals LLMs struggle with industrial machine understanding
Researchers have introduced FactoryBench, a new benchmark designed to evaluate the machine understanding capabilities of time-series models and large language models (LLMs) within industrial robotic telemetry. The bench…
-
HEPA architecture predicts critical time-series events using self-supervision
Researchers have developed HEPA, a novel self-supervised architecture for predicting critical events in multivariate time series data. This architecture uses a causal Transformer encoder pretrained with a Joint-Embeddin…
-
New models and datasets advance multivariate time series analysis
Researchers are exploring new architectures for time series analysis, with a focus on multivariate data. One study found that simpler State Space Models (SSMs), specifically S4D variants, outperform more complex Mamba-b…