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Saturday, 14 November 20262,703 articles from 43 sources

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Tech

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amazon.science

Tech

Using mathematics to validate network configurations - Amazon Science

Static analysis of deployed networks helps reduce the risk that sensitive data leaks across partitions…
AWS's Tiros automated-reasoning tool can analyze the topology of a deployed AWS Cloud WAN network as often as every hour.
It gives a mathematical demonstration that the network matches its isolation specifications, with no dynamic packet sampling.

amazon.science3d ago

amazon.science

Tech

Mitra-v2: Scaling synthetic pretraining for tabular foundation models - Amazon Science

Expanding the mix of synthetic data used to train a tabular foundation model enables it to adapt to new tables…
Much of the data that businesses run on lives in tables: the rows might represent customers, transactions, or interactions…
Predicting missing attributes — such as likelihood of customer retention or how much demand to expect next week —…

amazon.science4d ago

That is today’s edition. You are caught up.

amazon.science

Tech

Hamed Karimi wins ECML PKDD Test-of-Time Award - Amazon Science

Amazon senior applied scientist and coauthors showed that an overlooked mathematical condition from 1963 proves why frequently used machine-learning optimization…
The 2016 paper by Hamed Karimi, Julie Nutini…
It showed that the Polyak–Łojasiewicz condition, a 1963 inequality, guarantees linear convergence for gradient descent even without strong convexity…

amazon.science9d ago

amazon.science

Tech

Speeding up language models for travel applications - Amazon Science

Two optimization techniques, when combined, can significantly improve a model’s speed and cost effectiveness without sacrificing quality.
Combining knowledge distillation (KD) with the Medusa-2 framework produced a final model (TinyLlama at 1.1 billion parameters) that matched…
For Booking.com's Smart Filters, the KD-plus-Medusa approach delivered responses 15 times as fast for 99% of queries…

amazon.science16d ago

amazon.science

Tech

Better speech synthesis for audiobooks - Amazon Science

“Controllable text to speech” makes speech more expressive, character voices more distinct and consistent.
Audible's controllable text-to-speech (TTS) system profiles book characters and attributes dialogue with 97% accuracy in English (94% in Spanish).
Rendering distinct character voices improved dialogue differentiation by 3.7 points on a MUSHRA test (a 0–100 listener-rating scale)…

amazon.science22d ago

amazon.science

Tech

The science behind TorchNeuron, Amazon’s new PyTorch backend for AWS Trainium chips - Amazon Science

Runtime optimizations and a thorough evaluation process driven by agentic AI help ensure that models written in PyTorch will execute…
TorchNeuron, Amazon's open-source PyTorch backend for AWS Trainium…
It’s a Python library of operations performed on tensors , higher-dimensional analogues of a matrix, or 2-D grid of numbers.

amazon.science23d ago

amazon.science

Tech

Strengthening AI safety evaluation through independent third-party review - Amazon Science

How Amazon partnered with AVERI to independently assess — and improve — our internal safety testing of Amazon models.
Amazon partnered with the independent nonprofit AVERI (AI Verification and Evaluation Research Institute) to conduct a third-party review of Amazon's…
AVERI's independent review (conducted on a random sample of prompts…

amazon.science25d ago