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 Representation & Reasoning



Discriminative Gaifman Models

Mathias Niepert

Neural Information Processing Systems

Considering local and bounded-size neighborhoods of knowledge bases renders logical inference and learning tractable, mitigates the problem of overfitting, and facilitates weight sharing.




GE Profile Smart Grind and Brew Review: Just the Basics

WIRED

This easy-to-use, Wi-Fi-enabled bean-to-cup brewer is good, but not quite great. App is simple and works well. "Smart" features only work with Amazon Alexa and Google Assistant. Integrating with HomeKit via third-party apps is not worth the effort. Pricey for what's essentially an auto-drip machine that works with an app, which is no longer novel or futuristic.


Information-driven design of imaging systems

AIHub

Our information estimator uses only these noisy measurements and a noise model to quantify how well measurements distinguish objects. Many imaging systems produce measurements that humans never see or cannot interpret directly. Your smartphone processes raw sensor data through algorithms before producing the final photo. MRI scanners collect frequency-space measurements that require reconstruction before doctors can view them. Self-driving cars process camera and LiDAR data directly with neural networks.





This Matter-compatible smart light switch is 2 for 20 now

PCWorld

When you purchase through links in our articles, we may earn a small commission. The TP-Link Tapo S505 smart light switch is on sale at Amazon. Grab this 2-pack for just $20 while the deal lasts. My smart home life became so much better once I swapped out my old light switches for Tapo ones. The benefits were many, including that I no longer had to get off the couch to turn off the lights--great in the winter when I was already cozy under the blankets!