Categories: FAANG

STARFlow: Scaling Latent Normalizing Flows for High-resolution Image Synthesis

We present STARFlow, a scalable generative model based on normalizing flows that achieves strong performance in high-resolution image synthesis. The core of STARFlow is Transformer Autoregressive Flow (TARFlow), which combines the expressive power of normalizing flows with the structured modeling capabilities of Autoregressive Transformers. We first establish the theoretical universality of TARFlow for modeling continuous distributions. Building on this foundation, we introduce several key architectural and algorithmic innovations to significantly enhance scalability: (1) a deep-shallow…

STARFlow-V: End-to-End Video Generative Modeling with Normalizing Flows

Normalizing flows (NFs) are end-to-end likelihood-based generative models for continuous data, and have recently regained attention with encouraging progress on image generation. Yet in the video generation domain, where spatiotemporal complexity and computational cost are substantially higher, state-of-the-art systems almost exclusively rely on diffusion-based models. In this work, we revisit…

May 1, 2026

In "FAANG"

A Small-Scale System for Autoregressive Program Synthesis Enabling Controlled Experimentation

What research can be pursued with small models trained to complete true programs? Typically, researchers study program synthesis via large language models (LLMs) which introduce issues such as knowing what is in or out of distribution, understanding fine-tuning effects, understanding the effects of tokenization, and higher demand on compute and…

February 14, 2026

In "FAANG"

Scalable Pre-training of Large Autoregressive Image Models

This paper introduces AIM, a collection of vision models pre-trained with an autoregressive objective. These models are inspired by their textual counterparts, i.e., Large Language Models (LLMs), and exhibit similar scaling properties. Specifically, we highlight two key findings: (1) the performance of the visual features scale with both the model…

February 2, 2024

In "FAANG"

AI Generated Robotic Content

Next Spline Path Control v2 - Control the motion of anything without extra prompting! Free and Open Source »

Previous « Cloud quantum computing: A trillion-dollar opportunity with dangerous hidden risks

Published by

AI Generated Robotic Content

Tags: ai/mlfaang

11 months ago

Brad Pitt casts Elliot for Achilles – an Ai acting performance experiment

I am putting most of my efforts to achieve more realistic Ai acting with natural…

8 mins ago

AI/ML News

New light-based switch could cut chip energy use and speed future AI photonics

Photonic devices are hardware systems that can process information using light instead of electricity. These…

1 hour ago

Image

Microsoft Lens First Tests: It’s Pretty Decent! – ComfyUI Native Support About to Be Merged

Model weights: https://huggingface.co/Comfy-Org/Lens PR: https://github.com/Comfy-Org/ComfyUI/pull/14077 You'll need to git the merge pull request if you're…

1 day ago