Aryan Pandit

20 || IEEE SCEECS '26 || Ex Research Intern @JohnsHopkins, @IIITDMJabalpur || C4GT’25 @iabsis-HCW || Researcher

[Aryan Pandit @AryanEverywhere]

Starting a 3-month journey into Computer Vision & AI Research.

I’ll be reading papers, building small projects, sharing simple explanations, visualizations, notes, and everything I learn along the way.

Moving from basics to advanced research topics. Stay tuned and follow! ⚡

[Aryan Pandit @AryanEverywhere]

@silicognition @apartresearch I am in!

[Aryan Pandit @AryanEverywhere]

I documented my notes, learnings, and breakdown from the paper here:

https://t.co/h9EJjHflWn

https://t.co/dJKFYy11zD

Next papers this week:
ResNet → U-Net → ViT ⚡

What paper completely changed your understanding of AI?

[Aryan Pandit @AryanEverywhere]

Just finished reading the AlexNet paper.

Kinda crazy how one paper changed the direction of Computer Vision and pushed deep learning into the mainstream.

Started documenting my learnings publicly as I study CV research step-by-step. ⚡

[Aryan Pandit @AryanEverywhere]

One thing I really liked about AlexNet:

CNNs weren’t manually told what features matter.
They slowly learned visual hierarchies on their own, from edges → textures → objects.
That idea still shapes modern vision models today.

[Aryan Pandit @AryanEverywhere]

Also planning to start a Discord community for people interested in AI research & building.

I’ll be sharing:
• important papers
• useful websites/tools
• research notes
• learning roadmaps
• project ideas
• implementation resources

[Aryan Pandit @AryanEverywhere]

Starting a 3-month journey into Computer Vision & AI Research.

I’ll be reading papers, building small projects, sharing simple explanations, visualizations, notes, and everything I learn along the way.

Moving from basics to advanced research topics. Stay tuned and follow! ⚡

[Aryan Pandit @AryanEverywhere]

Career update soon btw.

[Aryan Pandit @AryanEverywhere]

@PureCognitionAI Would love to join and contribute!
https://t.co/FDZPsWKKcd

[Aryan Pandit @AryanEverywhere]

What have they done to Gmail Logo 😭

[Aryan Pandit @AryanEverywhere]

@GordonWetzstein Really cool work. Feels like there’s a deeper idea here around temporal ordering of information during denoising.

Have you explored whether different semantic features consistently emerge at specific timesteps?

[Aryan Pandit @AryanEverywhere]

Spectral Progressive Diffusion hints at a deeper idea:
generation quality may depend more on when frequencies emerge than on raw parameter count.
Temporal ordering of information could also become a scaling axis itself.

Any thoughts on this?

[Gordon Wetzstein @GordonWetzstein]

High-fidelity generation is hitting a scaling crisis as DiT compute grows with image resolution and video length. But do we need high-resolution denoising at every step?

We introduce Spectral Progressive Diffusion, a plug-and-play framework for efficient image and video generation that directly exploits the spectral autoregression property of diffusion to grow resolution during denoising.
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[Aryan Pandit @AryanEverywhere]

Pretty great resource to keep you updated!

[Niels Rogge @NielsRogge]

Introducing https://t.co/Iy19LPzkYA 🔥

Submit any paper, not just @arxiv, it can be any external source, a blog post, and more.

AI will parse and index it so others can read it.

Feel free to give it a try :)

[Aryan Pandit @AryanEverywhere]

@YangYou1991 Congrats 🎉

[Aryan Pandit @AryanEverywhere]

@piyushgarg_dev Ahh hell nah! What's gonna be dead now?

[Aryan Pandit @AryanEverywhere]

@armaanngupta Crazy setup and bg

[Aryan Pandit @AryanEverywhere]

Nothing kills coding flow faster than:

“Too Many Requests: Sorry, you've exceeded your 5 hour session limits. retrying in 6316s”

Meanwhile:
• Session time: 3 hours
• Context used: 43%

[Aryan Pandit @AryanEverywhere]

@ellen_in_sf Literature Review, pls lemme in!

[Aryan Pandit @AryanEverywhere]

@cneuralnetwork Open for all. Please Review! and follow.

[Aryan Pandit @AryanEverywhere]

@AroraBhavyam AI

[Aryan Pandit @AryanEverywhere]

A bit about me:
• Experience in structured modeling for microscopy reconstruction (IEEE conference publication)
• Currently working on latent-space watermarking for generative models

I’m interested in deep learning, generative models, and visual representation learning.
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[Aryan Pandit @AryanEverywhere]

I’m currently Looking for Machine Learning / Research Intern roles starting May 2026.

I’m Aryan Pandit, an ECE student working on ML and computational imaging.

If your team is hiring (or you know someone who is), I’d love to chat.

DMs open | CV: https://t.co/p7TthsMuKq

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