Log inSign up
Jay
28 posts
Image
user avatar
Jay
@memmaptensor
Independent researcher
Bangkok
Joined December 2018
82
Following
628
Followers
  • Pinned
    user avatar
    Jay
    @memmaptensor
    Jun 1
    I spent $30k and 3 months RL post-training an anime video model. This is only step 30 out of a planned 1000 step run. All samples are local text-to-video with no reference image/audio. Since it's based on LTX-2.3, each output takes under a minute on a single GPU. I'm 19 and a
    Image
    00:00
    24K
  • user avatar
    Jay
    @memmaptensor
    Jul 1, 2024
    I'm working on an architecture that can animate anime characters pretty consistently. It's about 40% trained. I still don't know what to do with the model once it's done.
    Image
    00:00
    38K
  • user avatar
    Jay
    @memmaptensor
    Jul 3, 2024
    i've just realized it's been training for 40 days on 4xA100 SXM. it's going to take a bit more, around two weeks. after that, i'll try to get it to run in real-time (it's actually viable with the architecture). i think the hardest part about this project is funding, not as in
    Image
    00:00
    32K
  • user avatar
    Jay
    @memmaptensor
    Jul 14, 2024
    yo @EsotericCofe @anifusion_ai wanna join forces best manga tool + best character animation model = ???
    Image
    00:00
    Image
    26K
  • user avatar
    Jay
    @memmaptensor
    Jul 21, 2024
    While trying to push the CFG scale up, I implemented some Explicit RK solvers for ComfyUI - 10 new adaptive step samplers - 8 unique fixed step samplers (excluding forward euler) - Best new sampler (perhaps) -> fe_ralston3 Check it out! github.com/wootwootwootwo…
    Image
    6.5K
  • user avatar
    Jay
    @memmaptensor
    Jul 3, 2024
    Replying to @memmaptensor
    the input image was this, btw
    Image
    2.3K
  • user avatar
    Jay
    @memmaptensor
    Jul 15, 2024
    i'd like to continue working on anime animation tech. version 1 is designed to be distilled for realtime inference. version 2 won't be concerned with realtime inference and would probably be based on a flow-matching mmdit with more fine-grained control and even better quality.
    1.1K
  • user avatar
    Jay
    @memmaptensor
    Jul 14, 2024
    Replying to @EsotericCofe and @anifusion_ai
    Not realtime yet (still in roadmap) but we could get this deployed on anifusion before. The pose sequence is derived from mocap data from XR Animator, but we can probably work out a custom pipeline.
    1.4K
  • user avatar
    Jay
    @memmaptensor
    Jul 24, 2024
    Last major update! • Added solver settings for adaptive_scipy • Adaptive solvers now show the number of steps taken • Accurate 𝜎 timestep info is now displayed Check out the most comprehensive fixed and adaptive higher-order samplers on ComfyUI! github.com/wootwootwootwo…
    Image
    Image
    2.6K
  • user avatar
    Jay
    @memmaptensor
    Jul 17, 2024
    diffusion models are definitely still not dead. sure, optimal transport conditional flow matching is provably better, but so much of the community was already built on discrete time diffusion. and with kolors out (an SDXL model trained with DDPM formulation and eps-pred
    1.4K
  • user avatar
    Jay
    @memmaptensor
    Jul 17, 2024
    i have an idea for a slightly modified class of SDXL models that would mostly be compatible with existing finetunes and loras it's been proven to work well on SD1.5 with good results definitely next on my bucket list will post updates and releases soon, hopefully, if it works
    953
  • user avatar
    Jay
    @memmaptensor
    Jul 4, 2024
    my linkedin got restricted (for, using an anime pfp, presumably) so this is honestly great
    1.7K
  • user avatar
    Jay
    @memmaptensor
    Jul 15, 2024
    training is done in 2 days!!! as for inference compute requirements: it's basically the same burden as animatediff will probably work on realtime inference next month after figuring out life. realtime txt/vid2vid on distilled models is already empirically shown to be possible.
    996
  • user avatar
    Jay
    @memmaptensor
    Jul 22, 2024
    Refactored and fixed some bugs with the progress bar! Also wrapped the solvers from scipy.integrate If you count the a-methods as 2 (since they work with both the adaptive_pid and fixed_scheduled controllers), then this node has (excluding forward euler) 31 new samplers! I
    Image
    698

New to X?

Sign up now to get your own personalized timeline!

Create account

By signing up, you agree to the Terms of Service and Privacy Policy, including Cookie Use.

Terms·Privacy·Cookies·Accessibility·Ads Info·© 2026 X Corp.
Don't miss what's happening
People on X are the first to know.
Log inSign up