Information related to FastSpeech, a text-to-speech system
Generative Modeling

Text to Speech in Parallel

A new system marks a step forward in converting text to speech: It’s fast at inference, reduces word errors, and provides some control over the speed and inflection of generated speech.What’s new: Yi Ren, Yangjun Ruan, and their co-authors at Zhejiang
Lifelike video imagery of virtual people made by NEON
Generative Modeling

AI Steals CES

Artificial intelligence was everywhere at the biggest, buzziest consumer-technology showcase in the U.S. AI ruled the convention floor at the annual Consumer Electronics Show in Las Vegas, as numerous media outlets proclaimed.
Math equations represented as trees
Generative Modeling

Neural Networks Study Math

In tasks that involve generating natural language, neural networks often map an input sequence of words to an output sequence of words. Facebook researchers used a similar technique on sequences of mathematical symbols, training a model to map math problems to math solutions.
Excerpt from The Squire, an AI written short film
Generative Modeling

Here Be Dragons

AI is contributing to paintings, music, and now a whimsical fantasy video. The Squire is an amateur romp through a snowy realm of knights in armor and damsels in distress. The script was composed by AI Dungeon 2, an interactive text-adventure game based on the GPT-2 language model.
AI-generated face
Generative Modeling

Facebook vs Deepfakes

Facebook announced a ban on deepfake videos, on the heels of a crackdown on counterfeit profiles that used AI-generated faces. Facebook declared this week that it will remove deepfake videos it deems deliberately misleading.
Illustration of three identical reindeers
Generative Modeling

Deepfakes Go Mainstream

Society awakened to the delight, threat, and sheer weirdness of realistic images and other media dreamed up by computers.
Examples of finished virtual pencil sketches (shoe and headshot)
Generative Modeling

Unfinished Artwork? No More

Generative networks can embroider sentences into stories and melodies into full-fledged arrangements. A new model does something similar with drawings.
Booksby.ai book covers created by AI
Generative Modeling

Who’s Minding the Store?

Amazon, watch your back. There’s a new player in the book business and, unlike Jeff Bezos, it doesn’t need eight hours of sleep a night. The online bookstore Booksby.ai is run entirely by AI. Neural networks write the books, create the cover art, price the merchandise, even write the reviews.
Illustration of 4 ghosts floating and 1 person dressed as a ghost
Generative Modeling

Deepfakes Wreak Havoc

Will AI fakery erode public trust in the key social institutions? Generative models will flood media outlets with convincing but false photos, videos, ads, and news stories. The ensuing crisis of authority will lead to widespread distrust in everything from the financial system to democracy itself.
Google text-to-speech logo
Generative Modeling

The Long and Short of It

Not long ago, text-to-speech systems could read only a sentence at a time, and they were ranked according to their ability to accomplish that limited task. Now that they can orate entire books, we need new benchmarks.
Person playing a musical instrument
Generative Modeling

Generative Models Rock

AI’s creative potential is becoming established in the visual arts. Now musicians are tapping neural networks for funkier grooves, tastier licks, and novel subject matter.
Original vs Deepfake example
Generative Modeling

Facing Down Deepfakes

Deepfakes threaten to undermine law and order, perhaps democracy itself. A coalition of tech companies, nonprofits, and academics joined forces to counter potential adverse impacts.
Neural Point Based Graphics technique producing a realistic image
Generative Modeling

Points Paint the Picture

Creating a virtual representation of a scene using traditional polygons and texture maps involves several complex operations, and even neural-network approaches have required manual preprocessing. Researchers propose a new deep-learning pipeline that visualizes scenes with far less fuss.
Question from an exam
Generative Modeling

Smart Students, Dumb Algorithms: NLP Systems Struggle at Grading Essays

A growing number of companies that sell standardized tests are using natural language processing to assess writing skills. Critics contend that these language models don’t make the grade.
OpenAI's GPT-2 results
Generative Modeling

How to Share Dangerous AI

OpenAI raised eyebrows in February when it announced — and withheld — the full version of its groundbreaking language model, GPT-2. Six months later, the company has re-examined the decision.

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