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Diffusion Beats Autoregressive in Data-Constrained Settings

https://blog.ml.cmu.edu/2025/09/22/diffusion-beats-autoregressive-in-data-constrained-settings/
23•djoldman•2h ago

Comments

macawfish•1h ago
I have a feeling this technique might make waves: https://openreview.net/forum?id=c05qIG1Z2B#discussion
smokel•56m ago
I fail to understand why we would lack data. Sure, there is limited (historical) text, but if we just open up all available video, and send out interactive robots into the world, we'll drown in data. Then there is simulated data, and tons of sensors that can capture vast amounts of even more data.

Edit: from the source [1], this quote pretty much sums it all up: "Our 2022 paper predicted that high-quality text data would be fully used by 2024, whereas our new results indicate that might not happen until 2028."

[1] https://epoch.ai/blog/will-we-run-out-of-data-limits-of-llm-...

Qwen3-Omni: Native Omni AI model for text, image and video

https://github.com/QwenLM/Qwen3-Omni
148•meetpateltech•3h ago•34 comments

Fine-grained HTTP filtering for Claude Code

https://ammar.io/blog/httpjail
30•ammario•1h ago•3 comments

Choose Your Own Adventure

https://www.filfre.net/2025/09/choose-your-own-adventure/
56•naves•2h ago•29 comments

Umberto Eco: Ur-Fascism

https://bobmschwartz.com/2017/12/28/umberto-eco-ur-fascism/
25•saubeidl•28m ago•1 comments

OpenAI and Nvidia announce partnership to deploy 10GW of Nvidia systems

https://openai.com/index/openai-nvidia-systems-partnership/
316•meetpateltech•4h ago•425 comments

Cap'n Web: a new RPC system for browsers and web servers

https://blog.cloudflare.com/capnweb-javascript-rpc-library/
248•jgrahamc•7h ago•111 comments

Why haven't local-first apps become popular?

https://marcobambini.substack.com/p/why-local-first-apps-havent-become
170•marcobambini•7h ago•219 comments

Categorical Foundations for Cute Layouts

https://research.colfax-intl.com/categorical-foundations-for-cute-layouts/
13•charles_irl•15h ago•3 comments

SWE-Bench Pro

https://github.com/scaleapi/SWE-bench_Pro-os
70•tosh•4h ago•14 comments

Diffusion Beats Autoregressive in Data-Constrained Settings

https://blog.ml.cmu.edu/2025/09/22/diffusion-beats-autoregressive-in-data-constrained-settings/
23•djoldman•2h ago•2 comments

Jailhouse confessions of a teen hacker

https://www.bloomberg.com/news/features/2025-09-19/multimillion-dollar-hacking-spree-scattered-sp...
20•wslh•3d ago•0 comments

A board member's perspective of the RubyGems controversy

https://apiguy.substack.com/p/a-board-members-perspective-of-the
41•Qwuke•1d ago•67 comments

Testing is better than data structures and algorithms

https://nedbatchelder.com/blog/202509/testing_is_better_than_dsa.html
53•rsyring•4h ago•35 comments

Is a movie prop the ultimate laptop bag?

https://blog.jgc.org/2025/09/is-movie-prop-ultimate-laptop-bag.html
89•jgrahamc•8h ago•86 comments

Mentra (YC W25) Is Hiring to build smart glasses

1•caydenpiercehax•3h ago

PlanetScale for Postgres is now GA

https://planetscale.com/blog/planetscale-for-postgres-is-generally-available
226•munns•5h ago•130 comments

AI-generated “workslop” is destroying productivity?

https://hbr.org/2025/09/ai-generated-workslop-is-destroying-productivity
111•McScrooge•2h ago•49 comments

Transforming recursion into iteration for LLVM loop optimizations

https://dspace.mit.edu/handle/1721.1/162684
10•matt_d•1d ago•1 comments

I'm spoiled by Apple Silicon but still love Framework

https://simonhartcher.com/posts/2025-09-22-why-im-spoiled-by-apple-silicon-but-still-love-framework/
78•deevus•7h ago•125 comments

Unweaving warp specialization on modern tensor core GPUs

https://rohany.github.io/blog/warp-specialization/
14•rohany•1h ago•1 comments

Cloudflare is sponsoring Ladybird and Omarchy

https://blog.cloudflare.com/supporting-the-future-of-the-open-web/
511•jgrahamc•7h ago•333 comments

What happens when coding agents stop feeling like dialup?

https://martinalderson.com/posts/what-happens-when-coding-agents-stop-feeling-like-dialup/
55•martinald•1d ago•61 comments

Easy Forth (2015)

https://skilldrick.github.io/easyforth/
162•pkilgore•9h ago•94 comments

The Beginner's Textbook for Fully Homomorphic Encryption

https://arxiv.org/abs/2503.05136
144•Qision•1d ago•26 comments

CompileBench: Can AI Compile 22-year-old Code?

https://quesma.com/blog/introducing-compilebench/
109•jakozaur•7h ago•43 comments

Beyond the Front Page: A Personal Guide to Hacker News

https://hsu.cy/2025/09/how-to-read-hn/
178•firexcy•11h ago•75 comments

What is algebraic about algebraic effects?

https://interjectedfuture.com/what-is-algebraic-about-algebraic-effects/
65•iamwil•6h ago•28 comments

Human-Oriented Markup Language

https://huml.io/
44•vishnukvmd•5h ago•59 comments

A simple way to measure knots has come unraveled

https://www.quantamagazine.org/a-simple-way-to-measure-knots-has-come-unraveled-20250922/
92•baruchel•6h ago•45 comments

The Collapse of the Tjörn Bridge, Sweden, 1980

https://www.legalscandal.info/ls_eng/tjorn_bridge_disaster.html
6•ZeljkoS•3d ago•6 comments