From 213b10bb39fbec9cd70a2fb66a277fb540050a83 Mon Sep 17 00:00:00 2001
From: Matthew Douglas <38992547+matthewdouglas@users.noreply.github.com>
Date: Tue, 3 Dec 2024 23:39:27 -0500
Subject: [PATCH] docs

---
 docs/source/reference/functional.mdx | 7 ++++++-
 1 file changed, 6 insertions(+), 1 deletion(-)

diff --git a/docs/source/reference/functional.mdx b/docs/source/reference/functional.mdx
index 0384ccfc8..a666f2442 100644
--- a/docs/source/reference/functional.mdx
+++ b/docs/source/reference/functional.mdx
@@ -37,7 +37,12 @@ The `bitsandbytes.functional` API provides the low-level building blocks for the
 
 [[autodoc]] functional.QuantState
 
-## General Quantization
+## Dynamic 8-bit Quantization
+
+Primitives used in the 8-bit optimizer quantization.
+
+For more details see (8-Bit Approximations for Parallelism in Deep Learning)[https://arxiv.org/abs/1511.04561]
+
 [[autodoc]] functional.dequantize_blockwise
 
 [[autodoc]] functional.quantize_blockwise