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>mfw Resource news

03/24/2026

>daVinci-MagiHuman: Single-Stream Architecture for Fast Audio-Video Generative Foundation Model
https://huggingface.co/GAIR/daVinci-MagiHuman

>SparkVSR: Interactive Video Super-Resolution via Sparse Keyframe Propagation
https://sparkvsr.github.io

>Manifold-Aware Exploration for Reinforcement Learning in Video Generation
https://dungeonmassster.github.io/SAGE-GRPO-Page

>PROBE: Diagnosing Residual Concept Capacity in Erased Text-to-Video Diffusion Models
https://github.com/YiweiXie/PRObingBasedEvaluation

>LPNSR: Prior-Enhanced Diffusion Image Super-Resolution via LR-Guided Noise Prediction
https://github.com/Faze-Hsw/LPNSR

>Text-Image Conditioned 3D Generation
https://jumpat.github.io/tigon-page

>Improving Diffusion Generalization with Weak-to-Strong Segmented Guidance
https://github.com/851695e35/SGG

>The Golden Subspace: Where Efficiency Meets Generalization in Continual Test-Time Adaptation
https://github.com/AIGNLAI/GOLD

>Style Organizer v6.0: Style Grid for Forge
https://github.com/KazeKaze93/sd-webui-style-organizer

03/23/2026

>Astrolabe: Steering Forward-Process Reinforcement Learning for Distilled Autoregressive Video Models
https://franklinz233.github.io/projects/astrolabe

>LumosX: Relate Any Identities with Their Attributes for Personalized Video Generation
https://jiazheng-xing.github.io/lumosx-home

>LagerNVS: Latent Geometry for Fully Neural Real-time Novel View Synthesis
https://arxiv.org/abs/2603.20176

>Making Video Models Adhere to User Intent with Minor Adjustments
https://ubc-vision.github.io/MinorAdjustVideo/docs/webpage/index.html

>IsoCLIP: Decomposing CLIP Projectors for Efficient Intra-modal Alignment
https://github.com/simomagi/IsoCLIP

>Learning Like Humans: Analogical Concept Learning for Generalized Category Discovery
https://github.com/zhou-9527/AnaLogical-GCD

>UNI-1: Multimodal reasoning model that can generate pixels
https://lumalabs.ai/uni-1

>mfw Research news

03/24/2026

>Climate Prompting: Generating the Madden-Julian Oscillation using Video Diffusion and Low-Dimensional Conditioning
https://arxiv.org/abs/2603.21856

>EruDiff: Refactoring Knowledge in Diffusion Models for Advanced T2I Synthesis
https://github.com/xiefan-guo/erudiff

>Not All Layers Are Created Equal: Adaptive LoRA Ranks for Personalized Image Generation
https://donaldssh.github.io/NotAllLayersAreCreatedEqual

>CTCal: Rethinking T2I Diffusion Models via Cross-Timestep Self-Calibration
https://arxiv.org/abs/2603.20741

>Relax Forcing: Relaxed KV-Memory for Consistent Long Video Generation
https://zengqunzhao.github.io/Relax-Forcing

>Premier: Personalized Preference Modulation with Learnable User Embedding in T2I Generation
https://arxiv.org/abs/2603.20725

>Memory-Efficient Fine-Tuning Diffusion Transformers via Dynamic Patch Sampling and Block Skipping
https://arxiv.org/abs/2603.20755

>Adaptive Video Distillation: Mitigating Oversaturation and Temporal Collapse in Few-Step Generation
https://arxiv.org/abs/2603.21864

>ADaFuSE: Adaptive Diffusion-generated Image and Text Fusion for Interactive T2I Retrieval
https://arxiv.org/abs/2603.21886

>GIDE: Unlocking Diffusion LLMs for Precise Training-Free Image Editing
https://arxiv.org/abs/2603.21176

>Taming Sampling Perturbations with Variance Expansion Loss for LDMs
https://arxiv.org/abs/2603.21085

>MS-CustomNet: Controllable Multi-Subject Customization with Hierarchical Relational Semantics
https://arxiv.org/abs/2603.21136

>JANUS: Lightweight Framework for Jailbreaking T2I Models via Distribution Optimization
https://arxiv.org/abs/2603.21208

>AdaEdit: Adaptive Temporal and Channel Modulation for Flow-Based Image Editing
https://arxiv.org/abs/2603.21615

>ScaleEdit-12M: Scaling Open-Source Image Editing Data Generation via Multi-Agent Framework
https://arxiv.org/abs/2603.20644

>From Scale to Speed: Adaptive Test-Time Scaling for Image Editing
https://arxiv.org/abs/2603.00141

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>>108447548
what about mexican dragons

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>>108447568
i doubt such a crazy thing could exist, but i'll try to get it to generate it

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hardly mexican.
i must go to bed early.

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>>108447627
night

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>>108447195
Sora overall
apparently they are shutting it down and the Disney deal also got cancelled
People at Twitter at celebrating, as we all know ignorance is bliss

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>>108447627
Gn anon

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I'm blue, da-ba-dee-da-ba-di

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>>108448302
>grok ded
>sora ded
with every saas death, local grows stronger

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i was promised ai vid gen taking over everything and all i got was strawberry floozies getting knocked up by black-coded eggplant men.

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>>108449042
It's for the best, people need to learn to host their own AI instance

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Fat

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back to sleep.

so do we still need a beefy gpus to run local image gen or has there been improvement towards smaller models? Feels like there is zero desire for smaller models these days.

>>108450346
Welll Z-turbo and Z-base are definitely way smaller than Flux but I wouldn't know, I don't run them locally

As someone coming from SD 1.5 from A1111 and finally got my hands on a 5090 and 64gb of ram (ddr4 sadly) what platform would you recomend for video generations (I keep reading Wan2.2) but I've tried installing ComfyUI from Pinokio and then got overwhelmed by all the other platforms and models.. the tutorials are either super beginner level like 0 freedom or are too niche for a specific model in particular.

would it make sense to ask Claude AI for a catch-up and setup guide?

i miss schizo anon

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gm

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>>108450788
gm

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>>108450788
gm

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gm

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>>108452174
gm

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>>108452174
gm

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>>108452323
anne frank as wednesday adams?

>>108450748

I would suck it up and learn how to use ComfyUI. For video gens (local) Wan2.2 is the go to. It is getting a little out of date now as we wait for the next uncensored big thing to drop. LTX-2 I hear is great for anime but I don't use it, Qwen Edit for editing, Flux or Z-Image for pictures. Just look at the top of this thread and it has everything there.

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>>108452338
just girl as wednesday addams. that was with a lora i trained a day or so ago.
without lora is pic related.
oddly the lora had no women in the training data

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>>108452949
>oddly the lora had no women in the training data
what kind of lora is it if not 1girl?

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>>108453005
just random artworks in different styles i stole off of xwitter

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Morning Anons

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>>108453055
morning

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>>108453029
not scared of mexicans, just scarred of that one mexican

>>108453130
gm

>>108453205
Lucid Blocks ahh image

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>>108453274
this picture is me

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hi

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>>108453414
hello

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>>108453414
howdy

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no idea what to generate. brain is more rotten than the usual

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>>108455143
1girl is the default

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>>108455143
I sometimes browse civit or reddit for gens until I see something that makes me think "I could do that better"
or just anything that strikes me with inspiration

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>>108455165
>civit
>reddit
you might as well go for a walk at that point

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>>108455209
>the monk walks the countryside
>his path crosses a dried riverbed
>the heavenly dao speaks in this moment, "let us paint"

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>>108455248
pew pew pew

do these new z turbo models work on 12GB VRAM, and if so, how long are the generation times? I've been on older stuff for a bit now (WAN 2.1, SDXL), just hesitant to change anything, don't wanna deal with install issues and whatnot

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>>108455357
it works on 8GB. i used to use it on a 3060ti, 1792x1024 took on average a 90 seconds or so.

>>108455357
I'm running them on 8gb too. Same generation time as the illustrious/pony forks basically

Is there a technical reason why SDXL based booru models don't do inpainting or did they just not bother making that

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night

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>>108455699
gn

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saar

i haven't been here for a year and already it took me 2 prompts before I started making girls on these new models, fml

Why is there now this thread and also the local diffusion thread

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G'mornin Anons, have a great day!

i miss schizo anon

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aight I haven't done any image gen in over a year
the fucks the current best models, last I checked it was Pony vs Flux
but now OP has Z-Image, Chroma, Flux.2, Anima, and Qwen

also I have ayymd, whats the best gen on that or is it still lshqqytiger's AMDGPU Forge branch, which hasn't been updated in 6 months

>>108458781
rocm + forge neo is great (amd + ubuntu here) and supports most new stuff quite fast

>>108458870
did people stop posting LoRA's on Civitai, its lookin like slim pickings for newer models vs Pony

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>>108457362

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>>108458216
gm

>>108457362
>>108459077
sdg is for gens, ldg is for being mad about stuff

>>108458781
jump into z-image. its really easy to work with

>>108459013
its a combination of things. civit has been removing a lot of loras because they're worried about lawsuits and stuff. they've also had to block some countries entirely because of age verification laws and stuff. I think they fucked up the buzz economy too so people can't train as much. every piece along the way has chilled the training volume

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gm

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>>108459967

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>>108460384
gm

>>108460399
omg is that the notorious hacker 4chan?

>>108460358
sad

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>>108460413

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Morning anons

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>>108460741
gm

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>>108460741
hello!

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>>108460741
morning

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they actually made a new suno model?!
https://www.youtube.com/watch?v=eVlFcpX1VGA
couldn't find an actual write up, but hopefully they did somethin to the model other than this voices/custom models shit. barf

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>>108460868
i was wondering how long it'd be before a new version

new
>>108461059
>>108461059
>>108461059

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fin