Reasoning over TKGs has two challenges: 1.

Large language models (LLMs) can be seen as atomic units of computation mapping sequences to a distribution over sequences.

Recently, Chiang et al. (2023) showed that finite-precision transformer classifiers

We give a model-based agent that builds a Python program representing its knowledge of the world based on its interactions with the environment.

In this work, we aim to leverage prior symbolic knowledge to improve the performance ofdeepmodels.

Many (if not all) real-world applications require efficient handling of uncertainty and a compact representation of a wide variety of knowledge. Indeed, complex concepts and relationships that typically comprise expert knowledge may be difficult to express in graphical models but can be represented compactly using classical logic.

Regularization terms, suchasL2 regularization leading toweightdecay,arecommonly employed during training to improve a model's generalization capabilities.

Apple could unveil Gemini-powered Siri in Feb. Apple Creator Studio is now available: What's included, how much it costs and what it means for creators The new subscription bundle is now available for $13 per month or $129 per year. Apple has been leaning harder on services for several years now. That part of the business brought in tens of billions of dollars in revenue last year alone, and the company says 2025 was a record year . With Apple Creator Studio, Apple is extending that strategy further into professional creative software. Apple Creator Studio is a new subscription bundle that packages several of the company's pro apps under a single monthly or yearly fee.

Apple Creator Studio includes AI-powered features, along with premium content for Keynote, Pages and Numbers. Apple has been putting more onus on its services for the past several years -- the company makes tens of billions of dollars in revenue from that side of the business, which it claimed had a record year in 2025 . Apple is nudging a little more in that direction with a new subscription bundle called Apple Creator Studio . This allows creators to pay a single fee ($13 per month or $129 per year) to use Final Cut Pro, Logic Pro, Pixelmator Pro, Motion, Compressor and MainStage. Subscribers will get access to "premium content" in Pages, Keynote and Numbers (as well as in Freeform later this year).