Text-to-Image Editing Evolves: InstructPix2Pix for text-to-image editing, explained
Machine Learning Research

Text-to-Image Editing Evolves: InstructPix2Pix for text-to-image editing, explained

Text-to-image generators like DALL·E 2, Stable Diffusion, and Adobe’s new Generative Fill feature can revise images in a targeted way — say, change the fruit in a bowl from oranges to bananas — if you enter a few words that describe the change plus an indication of the areas to be changed.

May 31, 20233 min read
Deep Learning at (Small) Scale: How to run PilotNet on a Raspberry Pi Pico microcontroller
Machine Learning Research

Deep Learning at (Small) Scale: How to run PilotNet on a Raspberry Pi Pico microcontroller

TinyML shows promise for bringing deep learning to applications where electrical power is scarce, processing in the cloud is impractical, and/or data privacy is paramount.

May 24, 20232 min read
Deep Learning at (Small) Scale: How to run PilotNet on a Raspberry Pi Pico microcontroller
Machine Learning Research

Deep Learning at (Small) Scale: How to run PilotNet on a Raspberry Pi Pico microcontroller

TinyML shows promise for bringing deep learning to applications where electrical power is scarce, processing in the cloud is impractical, and/or data privacy is paramount.

May 24, 20232 min read
Text-to-3D Without 3D Training Data: How DreamFusion generates 3D images from text
Machine Learning Research

Text-to-3D Without 3D Training Data: How DreamFusion generates 3D images from text

Researchers struggle to build models that can generate a three-dimensional scene from a text prompt largely because they lack sufficient paired text-3D training examples. A new approach works without any 3D data whatsoever.

May 17, 20232 min read
Text-to-3D Without 3D Training Data: How DreamFusion generates 3D images from text
Machine Learning Research

Text-to-3D Without 3D Training Data: How DreamFusion generates 3D images from text

Researchers struggle to build models that can generate a three-dimensional scene from a text prompt largely because they lack sufficient paired text-3D training examples. A new approach works without any 3D data whatsoever.

May 17, 20232 min read
Don’t Steal My Style: Glaze tool prevents AI from learning an artist's style.
Machine Learning Research

Don’t Steal My Style: Glaze tool prevents AI from learning an artist's style.

Asked to produce “a landscape by Thomas Kinkade,” a text-to-image generator fine-tuned on the pastoral painter’s work can mimic his style in seconds, often for pennies. A new technique aims to make it harder for algorithms to mimic an artist’s style.

May 10, 20233 min read
Don’t Steal My Style: Glaze tool prevents AI from learning an artist's style.
Machine Learning Research

Don’t Steal My Style: Glaze tool prevents AI from learning an artist's style.

Asked to produce “a landscape by Thomas Kinkade,” a text-to-image generator fine-tuned on the pastoral painter’s work can mimic his style in seconds, often for pennies. A new technique aims to make it harder for algorithms to mimic an artist’s style.

May 10, 20233 min read
For Better Answers, Generate Reference Text: AI-generated reference text improves LLM output.
Machine Learning Research

For Better Answers, Generate Reference Text: AI-generated reference text improves LLM output.

If you want a model to answer questions correctly, then enriching the input with reference text retrieved from the web is a reliable way to increase the accuracy of its output. But the web isn’t necessarily the best source of reference text.

May 3, 20232 min read
For Better Answers, Generate Reference Text: AI-generated reference text improves LLM output.
Machine Learning Research

For Better Answers, Generate Reference Text: AI-generated reference text improves LLM output.

If you want a model to answer questions correctly, then enriching the input with reference text retrieved from the web is a reliable way to increase the accuracy of its output. But the web isn’t necessarily the best source of reference text.

May 3, 20232 min read
Image Generators Copy Training Data: Spotting similarities between generated images and data
Machine Learning Research

Image Generators Copy Training Data: Spotting similarities between generated images and data

We know that image generators create wonderful original works, but do they sometimes replicate their training data? Recent work found that replication does occur.

April 26, 20232 min read
Image Generators Copy Training Data: Spotting similarities between generated images and data
Machine Learning Research

Image Generators Copy Training Data: Spotting similarities between generated images and data

We know that image generators create wonderful original works, but do they sometimes replicate their training data? Recent work found that replication does occur.

April 26, 20232 min read
Goodbye Prompt Engineering, Hello Prompt Generation: Automatic Prompt Engineer (APE) research summary.
Machine Learning Research

Goodbye Prompt Engineering, Hello Prompt Generation: Automatic Prompt Engineer (APE) research summary.

When you’re looking for answers from a large language model, some prompts are better than others. So how can you come up with the best one? A new model automates the process.

April 19, 20232 min read
Goodbye Prompt Engineering, Hello Prompt Generation: Automatic Prompt Engineer (APE) research summary.
Machine Learning Research

Goodbye Prompt Engineering, Hello Prompt Generation: Automatic Prompt Engineer (APE) research summary.

When you’re looking for answers from a large language model, some prompts are better than others. So how can you come up with the best one? A new model automates the process.

April 19, 20232 min read
Three Methods for Detecting Generated Text: Techniques to tell when you're reading AI-generated text
Machine Learning Research

Three Methods for Detecting Generated Text: Techniques to tell when you're reading AI-generated text

How can you tell when you’re reading machine-generated text? Three recent papers proposed solutions: Watermarking, classification, and a statistical method.

April 12, 20233 min read
Three Methods for Detecting Generated Text: Techniques to tell when you're reading AI-generated text
Machine Learning Research

Three Methods for Detecting Generated Text: Techniques to tell when you're reading AI-generated text

How can you tell when you’re reading machine-generated text? Three recent papers proposed solutions: Watermarking, classification, and a statistical method.

April 12, 20233 min read

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