ComfyUI — The most powerful and modular diffusion model GUI, api and backend with a graph/nodes interface. The fastest local inference engine in the world.
runanywhere-sdksは、AIをローカルに実行するために使用できるプロダクションレディのツールキットです。
高性能ディフュージョンモデルGUI環境の実現
MLINFO COLLECTION
生成AI
記事一覧
1 / 3diffusers — 🤗 Diffusers: State-of-the-art diffusion models for image, video, and audio generation in PyTorch.
.diffusion モデルのライブラリ。画像・動画・音声生成に利用可能。
画像・動画・音声生成
FreeVideo — Make videos on the computer you already own. FreeVideo runs MiniMax H3 in as little as 8 GB of VRAM and 16 GB of RAM, and adapts its acceleration path to your hardware.
Make videos on the computer you already own. FreeVideo runs MiniMax H3 in as little as 8 GB of VRAM and 16 GB of RAM, and adapts its acceleration path to your hardware.
generative-ai
Discovering Interpretable Acoustic Features in Autoregressive Voice-Cloning TTS Models
Voice-cloning TTS models synthesize an unseen speaker's voice from brief speech prompts, but it remains unclear which acoustic properties they represent and use. We introduce a feature-based…
generative-ai
OCCAMS: A Multi-Task Learning-Based Investigation of the CMB Power Spectra
How many latent variables are needed to fit the cosmic microwave background (CMB) temperature and polarisation power spectra when a neural network is given no cosmological model, and to what extent…
generative-ai
Confidence-Aware Speed-over-Ground Estimation from Doppler Spectra via Reconstruction-Based Representation Learning
Reliable speed-over-ground estimation from ground-facing Doppler spectra is essential for mobile platforms such as railway systems. Classical signal-processing approaches can provide accurate…
generative-ai
Video Generation Meets Agent Harness: Agentic Video Generation, Agentic World Modeling and Recursive Self-Improvement
Video generation is shifting from end-to-end synthesis toward agentic generation, where planning, tool use, and feedback enable coherent, controllable multi-shot videos. In parallel, video world…
generative-ai
EventSeeColor: Learning to Reconstruct Color from Monochrome Events
Event cameras capture visual brightness changes under challenging lighting conditions. However, traditional event-based image reconstruction targets grayscale intensity and produces images without…
generative-ai
Mode Dynamics: A Framework for Neural Network Learning
We introduce Mode Dynamics, a framework that connects coordinated parameter motion during neural network learning to changes in model outputs. Starting from a recorded parameter trajectory, we…
generative-ai
Agentic process evidence
The way software gets built is changing dramatically. AI agents now create pull requests, select dependencies, refactor codebases, interpret test failures, and execute infrastructure changes across…
generative-ai
MeanFlow — PyTorch implementation of MeanFlow & iMF (one-step generative modeling).
Operad理論を用いて、モデルが組み合わせ式に対する複合的な回答の合致性を検証する手法が提案された。
対象モデルが不正を検知する
deepinv — DeepInverse: a PyTorch library for solving imaging inverse problems using deep learning
ピラミードライブラリを使ったイメージインバース問題の解決に使えるライブラリです。
イメージインバース問題の解決
When Should AI Decide, Defer, and Deviate? Responsible Automation for Deceased Donor Kidney Allocation
We ask when an AI trained on historical decisions should be allowed to recommend decisions, defer to human experts, or in other cases, flag concerning patterns in data and deviate from past practice.…
generative-ai
The Search for Statistical Indistinguishability Between Real and Fake Images
Images produced by generative models appear strikingly similar to real ones. In this work, we study whether perfection has been reached by generated content in terms of matching the properties of…
generative-ai
Know, then Draw: A New Learning Paradigm for Visual Generation
Visual generation requires both high-level semantic knowledge and fine-grained pixel details. We propose a learning paradigm that assigns these roles to autoregressive pretraining for knowledge…
generative-ai
Awesome-Video-Diffusion — A curated list of recent diffusion models for video generation, editing, and various other applications.
Awesome-Video-Diffusionは、Recent Diffusion Models for Video Generation, Editing, and Othersのリストを公開しています。
ビデオ生成や編集の問題を解決する
Every route counts, but some count more: a max-plus view of the C. elegans brain
Brains do not simply add up every signal they receive: they select which routes dominate. Yet connectomes are usually analyzed with tools that sum over all paths and place neural states in Euclidean…
generative-ai
Modeling Preference Dependencies with Directed Acyclic Graphs for Narrative-Driven Recommendation
Narrative-driven recommendation allows users to express multifaceted needs through free-form text where stated preferences naturally qualify and condition one another. Existing methods typically…
generative-ai
Work Agents: Systems, Capabilities, and Optimization
As foundation models evolve from information generation to digital work execution, agents are increasingly capable of completing complex tasks across tools, applications, and workflows. However,…
generative-ai
Trustworthy Recursive Self-Improvement in the Era of Large Models: Foundation, Risks, Evaluation and Open Challenges
AI systems built around large models increasingly use experience and feedback to make persistent changes to models, prompts, memories, tools, and workflows. Recursive self-improvement (RSI) extends…
generative-ai
More Memory, Better Videos? A Controlled Study of Visual Memory in Long-Video Generation
Long-video generators increasingly retrieve past visual observations to prevent identity drift. The intuition is compelling: more access to history should make future video more consistent.
generative-ai
Awesome-Controllable-T2I-Diffusion-Models — A collection of resources on controllable generation with text-to-image diffusion models.
A collection of resources on controllable generation with text-to-image diffusion models.
generative-ai
TRON: Transferring Naturally Evolved Network Architectures into Neuroevolution
Neural architecture search (NAS) is challenging because of the vast, non-linear space of artificial neural network (ANN) topologies. Evolutionary methods can generate architectures, but their…
generative-ai
awesome-video-generation — A collection of awesome video generation studies.
A collection of awesome video generation studies.
generative-ai