Excerpt from The Squire, an AI written short film
Generative Modeling

Here Be Dragons: AI Dungeon 2 generated the script for a short movie.

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: How Facebook cracked down on 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: Why 2019 was a big year for deepfakes

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.
DeepIndex.org list with ways AI is being put to use
Generative Modeling

AI in the Real World

Theoretical advances can be thrilling, but the excitement can drown out all the ways AI is actually being put to use. DeepIndex provides an up-to-date, well organized, cheeky guide to practical applications culled from news reports.
Bert and Ernie from Sesame Street
Generative Modeling

BERT Is Back

Less than a month after XLNet overtook BERT, the pole position in natural language understanding changed hands again. RoBERTa is an improved BERT pretraining recipe that beats its forbear, becoming the new state-of-the-art language model — for the moment.
Comparison of the results using different normalization functions
Generative Modeling

Style Upgrade

Image-to-image translation, in which stylistic features from one image are imposed on the content of another to create a new picture, traditionally has been limited to translating either shapes or textures. A new network translates both.

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