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Plain English Papers

PPLs deal with probability

Diffusion might be a better way to model probability in PPLs

DMVI uses diffusion models to approximate the probability distributions for faster, more accurate automated inference.
aimodels-fyi Nov 5, 2023
How FACTOR works

FACTOR: Detecting Deepfakes without Seeing Any Examples

As deepfake technology advances rapidly, we need better ways to detect them. Most current methods train on available deepfakes, but fail to generalize to new, unseen ones.
aimodels-fyi Nov 5, 2023
Example results

Anomaly Detection in Multivariate Time Series with... Diffusion Models?

Diffusion processes are great at smoothing out normal patterns while amplifying anomalies - perfect for AD.
aimodels-fyi Nov 4, 2023
Emotional Prompting improves AI preformance

Telling GPT-4 you're scared or under pressure improves performance

Researchers show LLMs respond with improved performance when prompted with emotional context
aimodels-fyi Nov 3, 2023
RT-2-X image from the paper

DeepMind's X-Embodiment and RT-X: Training Robots to Learn from Each Other

Just as people acquire new skills by observing others, robots also benefit from pooling knowledge
aimodels-fyi Oct 29, 2023
Example implementation of PubDef and transfer attack

PubDef: Defending Against Transfer Attacks Using Public Models

Adversarial attacks pose a serious threat to ML models. But most proposed defenses hurt performance on clean data too much to be practical.
aimodels-fyi Oct 29, 2023
Towards zero-shot NeRFs: New HyperFields method generates 3D objects from text

Towards zero-shot NeRFs: New HyperFields method generates 3D objects from text

Training AI to generate 3D objects from text descriptions
aimodels-fyi Oct 28, 2023

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