[{"data":1,"prerenderedAt":4},["ShallowReactive",2],{"readme:kronos":3},"\u003Cdiv align=\"center\">\n  \u003Ch2>\u003Cb>Kronos: A Foundation Model for the Language of Financial Markets \u003C\u002Fb>\u003C\u002Fh2>\n\u003C\u002Fdiv>\u003Cdiv align=\"center\"> \n\u003Ca href=\"https:\u002F\u002Fhuggingface.co\u002FNeoQuasar\" rel=\"nofollow ugc noopener\"> \n\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F🤗-Hugging_Face-yellow\" alt=\"Hugging Face\" \u002F> \n\u003C\u002Fa> \n\u003Ca href=\"https:\u002F\u002Fshiyu-coder.github.io\u002FKronos-demo\u002F\" rel=\"nofollow ugc noopener\"> \u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F🚀-Live_Demo-brightgreen\" alt=\"Live Demo\" \u002F> \u003C\u002Fa>\n\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fshiyu-coder\u002FKronos\u002Fgraphs\u002Fcommit-activity\" rel=\"nofollow ugc noopener\"> \n\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Flast-commit\u002Fshiyu-coder\u002FKronos?color=blue\" alt=\"Last Commit\" \u002F> \n\u003C\u002Fa> \n\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fshiyu-coder\u002FKronos\u002Fstargazers\" rel=\"nofollow ugc noopener\"> \n\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fshiyu-coder\u002FKronos?color=lightblue\" alt=\"GitHub Stars\" \u002F> \n\u003C\u002Fa> \n\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fshiyu-coder\u002FKronos\u002Fnetwork\u002Fmembers\" rel=\"nofollow ugc noopener\"> \n\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fforks\u002Fshiyu-coder\u002FKronos?color=yellow\" alt=\"GitHub Forks\" \u002F> \n\u003C\u002Fa> \n\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fshiyu-coder\u002Fkronos\u002Fblob\u002FHEAD\u002FLICENSE\" rel=\"nofollow ugc noopener\"> \n\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Flicense\u002Fshiyu-coder\u002FKronos?color=green\" alt=\"License\" \u002F> \n\u003C\u002Fa>\u003C\u002Fdiv>\u003Cdiv align=\"center\">\n  \n  \u003Ca href=\"https:\u002F\u002Fzdoc.app\u002Fde\u002Fshiyu-coder\u002FKronos\" rel=\"nofollow ugc noopener\">Deutsch\u003C\u002Fa> | \n  \u003Ca href=\"https:\u002F\u002Fzdoc.app\u002Fes\u002Fshiyu-coder\u002FKronos\" rel=\"nofollow ugc noopener\">Español\u003C\u002Fa> | \n  \u003Ca href=\"https:\u002F\u002Fzdoc.app\u002Ffr\u002Fshiyu-coder\u002FKronos\" rel=\"nofollow ugc noopener\">Français\u003C\u002Fa> | \n  \u003Ca href=\"https:\u002F\u002Fzdoc.app\u002Fja\u002Fshiyu-coder\u002FKronos\" rel=\"nofollow ugc noopener\">日本語\u003C\u002Fa> | \n  \u003Ca href=\"https:\u002F\u002Fzdoc.app\u002Fko\u002Fshiyu-coder\u002FKronos\" rel=\"nofollow ugc noopener\">한국어\u003C\u002Fa> | \n  \u003Ca href=\"https:\u002F\u002Fzdoc.app\u002Fpt\u002Fshiyu-coder\u002FKronos\" rel=\"nofollow ugc noopener\">Português\u003C\u002Fa> | \n  \u003Ca href=\"https:\u002F\u002Fzdoc.app\u002Fru\u002Fshiyu-coder\u002FKronos\" rel=\"nofollow ugc noopener\">Русский\u003C\u002Fa> | \n  \u003Ca href=\"https:\u002F\u002Fzdoc.app\u002Fzh\u002Fshiyu-coder\u002FKronos\" rel=\"nofollow ugc noopener\">中文\u003C\u002Fa>\n\u003C\u002Fdiv>\u003Cp align=\"center\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Fshiyu-coder\u002Fkronos\u002FHEAD\u002Ffigures\u002Flogo.png\" width=\"100\" \u002F>\u003C\u002Fp>\u003Cblockquote>\n\u003Cp>Kronos is the \u003Cstrong>first open-source foundation model\u003C\u002Fstrong> for financial candlesticks (K-lines), \ntrained on data from over \u003Cstrong>45 global exchanges\u003C\u002Fstrong>.\u003C\u002Fp>\n\u003C\u002Fblockquote>\n\u003Ch2>📰 News\u003C\u002Fh2>\n\u003Cul>\n\u003Cli>🚩 \u003Cstrong>[2025.11.10]\u003C\u002Fstrong> Kronos has been accpeted by AAAI 2026.\u003C\u002Fli>\n\u003Cli>🚩 \u003Cstrong>[2025.08.17]\u003C\u002Fstrong> We have released the scripts for fine-tuning! Check them out to adapt Kronos to your own tasks.\u003C\u002Fli>\n\u003Cli>🚩 \u003Cstrong>[2025.08.02]\u003C\u002Fstrong> Our paper is now available on \u003Ca href=\"https:\u002F\u002Farxiv.org\u002Fabs\u002F2508.02739\" rel=\"nofollow ugc noopener\">arXiv\u003C\u002Fa>!\u003C\u002Fli>\n\u003C\u002Ful>\n\u003Cp align=\"center\">\u003C\u002Fp>\u003Ch2>📜 Introduction\u003C\u002Fh2>\n\u003Cp>\u003Cstrong>Kronos\u003C\u002Fstrong> is a family of decoder-only foundation models, pre-trained specifically for the \"language\" of financial markets—K-line sequences. Unlike general-purpose TSFMs, Kronos is designed to handle the unique, high-noise characteristics of financial data. It leverages a novel two-stage framework: \u003C\u002Fp>\n\u003Col>\n\u003Cli>A specialized tokenizer first quantizes continuous, multi-dimensional K-line data (OHLCV) into \u003Cstrong>hierarchical discrete tokens\u003C\u002Fstrong>. \u003C\u002Fli>\n\u003Cli>A large, autoregressive Transformer is then pre-trained on these tokens, enabling it to serve as a unified model for diverse quantitative tasks.\u003C\u002Fli>\n\u003C\u002Fol>\n\u003Cp align=\"center\">\n    \u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Fshiyu-coder\u002Fkronos\u002FHEAD\u002Ffigures\u002Foverview.png\" alt=\"\" align=\"center\" width=\"700px\" \u002F>\n\u003C\u002Fp>\u003Ch2>✨ Live Demo\u003C\u002Fh2>\n\u003Cp>We have set up a live demo to visualize Kronos's forecasting results. The webpage showcases a forecast for the \u003Cstrong>BTC\u002FUSDT\u003C\u002Fstrong> trading pair over the next 24 hours. \u003C\u002Fp>\n\u003Cp>\u003Cstrong>👉 \u003Ca href=\"https:\u002F\u002Fshiyu-coder.github.io\u002FKronos-demo\u002F\" rel=\"nofollow ugc noopener\">Access the Live Demo Here\u003C\u002Fa>\u003C\u002Fstrong> \u003C\u002Fp>\n\u003Ch2>📦 Model Zoo\u003C\u002Fh2>\n\u003Cp>We release a family of pre-trained models with varying capacities to suit different computational and application needs. All models are readily accessible from the Hugging Face Hub.\u003C\u002Fp>\n\u003Ctable>\n\u003Cthead>\n\u003Ctr>\n\u003Cth>Model\u003C\u002Fth>\n\u003Cth>Tokenizer\u003C\u002Fth>\n\u003Cth>Context length\u003C\u002Fth>\n\u003Cth>Params\u003C\u002Fth>\n\u003Cth>Open-source\u003C\u002Fth>\n\u003C\u002Ftr>\n\u003C\u002Fthead>\n\u003Ctbody>\u003Ctr>\n\u003Ctd>Kronos-mini\u003C\u002Ftd>\n\u003Ctd>\u003Ca href=\"https:\u002F\u002Fhuggingface.co\u002FNeoQuasar\u002FKronos-Tokenizer-2k\" rel=\"nofollow ugc noopener\">Kronos-Tokenizer-2k\u003C\u002Fa>\u003C\u002Ftd>\n\u003Ctd>2048\u003C\u002Ftd>\n\u003Ctd>\u003C\u002Ftd>\n\u003Ctd>\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003C\u002Ftbody>\u003C\u002Ftable>\n",1785169770887]