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Business news — Page 17

Companies, foreign trade, exports, employment and the business agenda. Source-linked developments around the world. Page 17.

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LiDAR detection in snow can reflect factors beyond weather severity

A Michigan Tech study found that LiDAR vehicle-detection accuracy rose with snowfall intensity in two snowy-road datasets. The authors attribute the unexpected association to confounding changes in object point density and geometry.

Source: arXiv, Beyond the Snowflakes: Disentangling Weather Effects from Confounding Meta-Factors in LiDAR Object Detection (arXiv:2610.13891)
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Inference method holds parameter count steady in an Arctic ice-mapping example

Researchers at Ohio State and Wisconsin–Madison presented sparse amortized variational inference for Gaussian processes with spatial data. In a NOAA Arctic sea-ice example, the model used 1,398 variational parameters for 21,855 observations.

Source: arXiv, Scalable Sparse Autoregressive Variational Inference for Non-Gaussian Spatial Fields (arXiv:2610.13656)
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Phone scans tested as a way to adapt robots to indoor spaces

Georgia Tech researchers’ Splat2Act system scans an indoor space by phone, builds a digital twin and adapts a robot’s object-pickup policy with simulated demonstrations. The paper tested task success on a robot arm.

Source: arXiv, Splat2Act: From Captured Scenes to Personalized VLA Manipulation (arXiv:2610.13945)
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Robot-WATCHDOG tracks failures through object relationships

Researchers affiliated with French institutions presented a robot-failure detector that tracks how objects are positioned and related during a task. They evaluated it on an existing benchmark and a new dataset with two tasks.

Source: arXiv, Robot-WATCHDOG: failure detection through object-centric graph representation (arXiv:2610.13403)
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