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Fast-DLLM: Training-Free Acceleration of Diffusion LLM

https://arxiv.org/abs/2505.22618
60•nathan-barry•14h ago

Comments

ProofHouse•10h ago
Wait, under everything I’ve read about Diffusion Language Models and demos I’ve also seen and tried, inference is faster than traditional architectures. They state the opposite what gives?
gurtinator•9h ago
Thats because those demos probably use parallel decoding. In principle, dLLM inference is slower since you have to do bidirectional generation over the whole generation window for each diffusion step. Example; you unmask one token in the 128 window for 128 diffusion steps to generate the full window.
am17an•8h ago
What is parallel decoding?
yorwba•8h ago
In particular, part of the paper is about dynamically adjusting the number of tokens generated in parallel while maintaining roughly the same output quality as one-token-at-a-time decoding. The other part is about the KV caching strategy they use to speed up parallel decoding further.

Men who mean just what they say

https://journal.humancenteredtech.us/p/men-who-mean-just-what-they-say
11•liamdcollins•7m ago•0 comments

Twake Drive – An open-source alternative to Google Drive

https://github.com/linagora/twake-drive
158•javatuts•6h ago•112 comments

Typst 0.14

https://typst.app/blog/2025/typst-0.14/
315•optionalsquid•4h ago•81 comments

Mesh2Motion – Open-source web application to animate 3D models

https://mesh2motion.org/
103•Splizard•6h ago•27 comments

Asahi Linux Still Working on Apple M3 Support, M1n1 Bootloader Going Rust

https://www.phoronix.com/news/Asahi-Linux-M3-m1n1-Update
135•LorenDB•3h ago•98 comments

'Attention is all you need' coauthor says he's 'sick' of transformers

https://venturebeat.com/ai/sakana-ais-cto-says-hes-absolutely-sick-of-transformers-the-tech-that-...
31•achow•12h ago•10 comments

Why formalize mathematics – more than catching errors

https://rkirov.github.io/posts/why_lean/
56•birdculture•5d ago•18 comments

A sharded DuckDB on 63 nodes runs 1T row aggregation challenge in 5 sec

https://gizmodata.com/blog/gizmoedge-one-trillion-row-challenge
153•tanelpoder•4h ago•85 comments

Roc Camera

https://roc.camera/
441•martialg•14h ago•380 comments

A “knot dominated era” may have existed in the early universe: study

https://phys.org/news/2025-10-key-universe-1800s-idea-science.html
33•wglb•1d ago•6 comments

The Mainframe Six (2022)

https://arcanesciences.com/os2200/app1.html
24•rbanffy•1h ago•3 comments

Where's the AI design Renaissance?

https://www.learnui.design/blog/wheres-the-ai-design-renaissance.html
59•tobr•1w ago•34 comments

Linux disk I/O diagram (2024)

https://zenodo.org/records/15234151
14•vismit2000•3d ago•0 comments

Mosquitoes discovered in Iceland for the first time

https://www.cnn.com/2025/10/21/climate/iceland-mosquito-discovery
30•breve•2d ago•3 comments

Ivy League psychologist: 'Bring your whole self to work' is bad advice

https://www.cnbc.com/2025/10/24/bring-your-whole-self-to-work-is-bad-advice-ivy-league-psychologi...
27•donsupreme•41m ago•24 comments

Padlet (YC W13) Is Hiring in San Francisco and Singapore

https://padlet.jobs
1•coffeebite•5h ago

ChunkLLM: A Lightweight Pluggable Framework for Accelerating LLMs Inference

https://arxiv.org/abs/2510.02361
53•PaulHoule•5h ago•5 comments

Interstellar Mission to a Black Hole

https://www.centauri-dreams.org/2025/10/23/interstellar-mission-to-a-black-hole/
79•JPLeRouzic•7h ago•47 comments

Cheap DIY solar fence design

https://joeyh.name/blog/entry/cheap_DIY_solar_fence_design/
161•kamaraju•1w ago•113 comments

Counter-Strike's player economy is in a multi-billion dollar freefall

https://www.polygon.com/counter-strike-cs-player-economy-multi-billion-dollar-freefall/
363•perihelions•16h ago•447 comments

VisiCalc on the Apple II

https://stonetools.ghost.io/visicalc-apple2/
56•hggh•5d ago•20 comments

Wasp Blower

https://softsolder.com/2025/08/12/wasp-blower/
49•bookofjoe•1w ago•57 comments

Why can't transformers learn multiplication?

https://arxiv.org/abs/2510.00184
36•PaulHoule•2d ago•0 comments

When is it better to think without words?

https://www.henrikkarlsson.xyz/p/wordless-thought
203•Curiositry•19h ago•109 comments

Alaska Airlines' statement on IT outage

https://news.alaskaair.com/on-the-record/alaska-statement-on-it-outage/
87•fujigawa•11h ago•79 comments

LightlyStudio – an open-source multimodal data curation and labeling tool

https://github.com/lightly-ai/lightly-studio
26•masakljun•3d ago•1 comments

Public Montessori programs strengthen learning outcomes at lower costs: study

https://phys.org/news/2025-10-national-montessori-early-outcomes-sharply.html
41•strict9•1d ago•10 comments

Debian Technical Committee overrides systemd change

https://lwn.net/Articles/1041316/
75•birdculture•6h ago•64 comments

SierraDB: A distributed event store built in Rust

https://tqwewe.com/blog/building-sierradb/
32•tqwewe•3d ago•4 comments

Show HN: A fast, privacy-first image converter that runs in browser

https://imageconverter.dev/
23•wainguo•4h ago•14 comments