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#diffusion-model

Refinement Is Inherently Editable: Training-Free Prompt-to-Prompt Image Editing with Generative Refinement Network

Hugging Face Daily Papers ↗ · 2026-09-17 Cached

RefineEdit is a training-free prompt-to-prompt image editing method that uses a generative refinement network to enhance edit localization and background preservation, achieving top benchmark scores.

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#diffusion-model

Beyond Distribution Matching: Semantics-Consistent Tabular Diffusion with Weak Semantic Priors

arXiv cs.LG ↗ · 2026-09-16 Cached

SCTab-Diff is a semantics-consistent tabular diffusion framework that uses weak semantic priors to generate high-fidelity synthetic tabular data, improving distributional fidelity and semantic consistency over existing methods.

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#diffusion-model

Comfy-Org/Qwen-Image-2.1

Hugging Face Models Trending ↗ · 2026-09-15 Cached

Repackaged model files for Qwen-Image-2.1 optimized for ComfyUI workflows, including text-to-image and image edit capabilities.

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#diffusion-model

Qwen/Qwen-Image-2.1

Hugging Face Models Trending ↗ · 2026-09-14 Cached

Qwen-Image-2.1 is an open-source unified text-to-image and image editing model with 7B parameters, featuring efficient architecture, transparency support, and versatile editing capabilities.

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#diffusion-model

Dynin-Robotics: Omnimodal Unified Diffusion Vision-Language-Action Model

Hugging Face Daily Papers ↗ · 2026-09-11 Cached

Dynin-Robotics is an omnimodal unified diffusion model that integrates vision, language, and action for language-conditioned robot control, improving adaptation and success through joint denoising and test-time scaling.

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#diffusion-model

I trained an audio model that can generate infinite one-shots for music production and turn text prompts into fully playable synths. I'm not only releasing the model but I've also released a video on exactly how I did it (and the inferencing pipeline to let others make text based synths.)

Reddit r/LocalLLaMA ↗ · 2026-09-09

An independent audio researcher has trained a model called Foundation-1 that generates infinite one-shot sounds for music production and converts text prompts into playable synths, releasing the model along with documentation and inferencing tools.

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#diffusion-model

Srijika: OpenType-Layout-Reusing Font Restyling for Nine Indic Scripts

Hugging Face Daily Papers ↗ · 2026-09-04 Cached

Srijika is a system that generates installable OpenType fonts for nine Indic scripts by restyling glyphs using a latent diffusion model while preserving layout consistency.

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#diffusion-model

DiDrive: A Risk-Aware Hierarchical Diffusion Framework for Safe Offline Reinforcement Learning in Autonomous Driving

arXiv cs.LG ↗ · 2026-09-03 Cached

DiDrive is a risk-aware hierarchical diffusion framework for safe offline reinforcement learning in autonomous driving that improves performance in complex traffic scenarios through integrated representation learning and distribution correction optimization.

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#diffusion-model

@Celeris_ai: Introducing Celeris-1 Magnus. A model built for agentic work. On τ³-bench banking, Magnus delivers 41.2% at a 55-second…

X AI KOLs Timeline ↗ · 2026-09-01 Cached

Celeris-1 Magnus is a hybrid diffusion model optimized for agentic work, achieving a 41.2% solve rate on the τ³-bench banking benchmark at a 55-second median time, outperforming models like GPT-5.6-sol.

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#diffusion-model

Puppeteer: Object-Grounded Posture-Aware Co-Speech Gesture Generation

Hugging Face Daily Papers ↗ · 2026-08-31 Cached

The paper presents Puppeteer, a diffusion-based co-speech gesture model that uses causal latent tokens and object geometry to generate temporally coherent, posture-aware, and physically grounded gestures.

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#diffusion-model

LayerRecall: A State-Conditioned Memory Router for Long-Horizon Consistency in Video Generation

Hugging Face Daily Papers ↗ · 2026-08-28 Cached

LayerRecall improves long-video consistency in diffusion models by selectively routing historical memory to specific layers, supervised by cross-horizon prediction matching.

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#diffusion-model

I trained a game music generator

Reddit r/LocalLLaMA ↗ · 2026-08-23

I trained a 1.2B DiT model for instrumental game music generation, using Stable Audio's VAE and aiming to cover diverse styles. The project is open-source with a WebUI and samples available on HuggingFace.

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#diffusion-model

ADAPT: Physics-Aware Diffusion-based World Models for Adaptive Predictive Transferable HVAC Control

arXiv cs.AI ↗ · 2026-08-21 Cached

ADAPT is a physics-aware conditional diffusion model for HVAC control that reduces energy consumption and occupant discomfort, with robust transferability to unseen environments.

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#diffusion-model

Block3D: Efficient Text-to-3D Generation via Block-Wise Diffusion

Hugging Face Daily Papers ↗ · 2026-08-20 Cached

Block3D accelerates text-to-3D generation by using block-wise diffusion with confidence-guided correction to reduce inference time while preserving geometric fidelity, achieving a 5.15x speedup.

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#diffusion-model

Trained an diffusion model that runs on 264KB of RAM [P]

Reddit r/MachineLearning ↗ · 2026-08-18

An individual trained a diffusion model to generate 32x32 pixel images on a Shrike lite microcontroller with only 264KB RAM, experimenting with FPGA acceleration that hit memory bottlenecks, resulting in noisy but sometimes interesting outputs.

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#diffusion-model

incoai/Qwen3.8-27B-DFlash2

Hugging Face Models Trending ↗ · 2026-08-18 Cached

DFlash 2 is a block-diffusion draft model for speculative decoding that improves inference speed for the Qwen3.8-27B language model, offering higher acceptance length and throughput in benchmarks.

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#diffusion-model

@no_stp_on_snek: this week just keeps getting better.

X AI KOLs Following ↗ · 2026-08-14 Cached

Molei Tao introduces FLARE, a diffusion language model that achieves near GPT5 performance with significantly faster inference speed.

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#diffusion-model

UniSwap: Streaming Audio-Visual Identity Swapping for Talking Videos

Hugging Face Daily Papers ↗ · 2026-08-13 Cached

UniSwap is a new framework for joint audio-visual identity swapping in talking videos, using a unified streaming audio-visual diffusion transformer to replace appearance and vocal timbre while preserving source content and dynamics.

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#diffusion-model

Surg-UniWorld: A Unified Surgical World Model with Multimodal Control Experts

arXiv cs.AI ↗ · 2026-08-10 Cached

Surg-UniWorld is a unified surgical world model with multimodal control experts, enabling controllable generation of coherent instrument-tissue interaction videos using edge, depth, and optical-flow inputs. It introduces a new benchmark (Cholec80-SurgWAM) and outperforms existing controllable video generation methods.

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#diffusion-model

Comfy-Org/MiniMax-Music-3

Hugging Face Models Trending ↗ · 2026-08-08 Cached

This article provides instructions for placing repackaged MiniMax-Music-3 model files into ComfyUI directories for music generation.

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