Hầu hết LLM như GPT, Claude, Gemini dùng mô hình tự hồi quy: tạo token từng cái → gây độ trễ, chi phí cao. Mô hình ngôn ngữ diffusion bắt đầu với câu trả lời nhiễu và tinh chỉnh toàn bộ chuỗi trong vài bước song song, giảm latency 5‑10× và chi phí. Dù khó đào tạo và cần hạ tầng mới, nhưng rất hứa hẹn cho các ứng dụng thời gian thực (code autocomplete, trợ lý trong sản phẩm). #LLM #AI #Diffusion #Autoregressive #AIVietnam #TríTuệNhânTạo

https://www.reddit.com/r/LocalLLaMA/comments/1pzhpg1/what_h

Oh, look, another *groundbreaking* paper on #autoregressive #models that promises to revolutionize, well, something. 🤔🤖 With more contributors than readers, this #academic snoozefest is sure to keep you on the edge of your #existential #crisis. 😂📚
https://arxiv.org/abs/2510.27688 #research #groundbreaking #papers #innovation #HackerNews #ngated

Continuous Autoregressive Language Models

https://arxiv.org/abs/2510.27688

#HackerNews #Continuous #Autoregressive #Language #Models #NaturalLanguageProcessing #AI #Research #MachineLearning #TransformerModels

Diffusion Beats Autoregressive in Data-Constrained Settings

https://blog.ml.cmu.edu/2025/09/22/diffusion-beats-autoregressive-in-data-constrained-settings/

#HackerNews #Diffusion #Autoregressive #MachineLearning #DataScience #AIResearch

WorldVLA: Towards Autoregressive Action World Model

https://arxiv.org/abs/2506.21539

#HackerNews #WorldVLA #Autoregressive #Action #World #Model #AI #Research #Machine #Learning

AR-Diffusion: Auto-Regressive Diffusion Model for Text Generation

https://arxiv.org/abs/2305.09515

#HackerNews #ARDiffusion #TextGeneration #AutoRegressive #AIResearch #MachineLearning

Block Diffusion: Interpolating Autoregressive and Diffusion Language Models

https://m-arriola.com/bd3lms/

#HackerNews #BlockDiffusion #Autoregressive #LanguageModels #DiffusionModels #MachineLearning #AIResearch

In today's episode of "How to Make #Gibberish Sound Smart," we dive into an article that bravely attempts to bridge the vast chasm between #autoregressive models and diffusion models with absolutely zero context 🧠🔍. Meanwhile, Hugging Face is here to remind us that no amount of tech jargon can hide the fact they're just as desperate for your money as your local neighborhood pyramid scheme 💸🎩.
https://arxiv.org/abs/2503.09573 #techjargon #diffusionmodels #HuggingFace #HackerNews #ngated

Block Diffusion: Interpolating Between Autoregressive and Diffusion Models

https://arxiv.org/abs/2503.09573

#HackerNews #Block #Diffusion #Autoregressive #DiffusionModels #MachineLearning #AIResearch #Interpolation

'Structured Dynamic Pricing: Optimal Regret in a Global Shrinkage Model', by Rashmi Ranjan Bhuyan et al.

http://jmlr.org/papers/v25/23-1365.html

#regret #pricing #autoregressive

Diffusion Forcing: Next-Token Prediction Meets Full-Sequence Diffusion
https://boyuan.space/diffusion-forcing/
#ycombinator #Diffusion_Forcing #next_token #autoregressive #diffusion #independent_noise #teacher_forcing #video_prediction

'Autoregressive Networks', by Binyan Jiang, Jialiang Li, Qiwei Yao.

http://jmlr.org/papers/v24/22-0845.html

#clustering #autoregressive #communities

Perceiver AR: general-purpose, long-context autoregressive generation https://triangleagency.co.uk/perceiver-ar-general-purpose-long-context-autoregressive-generation/?utm_source=dlvr.it&utm_medium=mastodon #TheTriangleAgencyNews #Autoregressive #GeneralPurpose #Generation

A New AI Research Proposes Pythia: A Suite of Decoder-Only Autoregressive Language Models Ranging from 70M to 12B Parameters https://triangleagency.co.uk/a-new-ai-research-proposes-pythia-a-suite-of-decoder-only-autoregressive-language-models-ranging-from-70m-to-12b-parameters/?utm_source=dlvr.it&utm_medium=mastodon #TheTriangleAgencyNews #12B #70M #Autoregressive