diff --git a/csrc/cpu/generate_cpu_attn_dispatch.py b/csrc/cpu/generate_cpu_attn_dispatch.py
index f1d08017f..bbcd6d85b 100644
--- a/csrc/cpu/generate_cpu_attn_dispatch.py
+++ b/csrc/cpu/generate_cpu_attn_dispatch.py
@@ -8,7 +8,7 @@ Generate CPU attention dispatch switch cases and kernel instantiations.
 import os
 
 # Head dimensions divisible by 32 (support all ISAs)
-HEAD_DIMS_32 = [32, 64, 96, 128, 160, 192, 224, 256]
+HEAD_DIMS_32 = [32, 64, 96, 128, 160, 192, 224, 256, 512]
 
 # Head dimensions divisible by 16 but not 32 (VEC16 only)
 HEAD_DIMS_16 = [80, 112]
diff --git a/docs/design/attention_backends.md b/docs/design/attention_backends.md
index 47ac91464..6c0ed4672 100644
--- a/docs/design/attention_backends.md
+++ b/docs/design/attention_backends.md
@@ -165,7 +165,7 @@ Priority is **1 = highest** (tried first).
 
 | Backend | Version | Dtypes | KV Dtypes | Block Sizes | Head Sizes | Sink | MM Prefix | DCP | Attention Types | Compute Cap. |
 | ------- | ------- | ------ | --------- | ----------- | ---------- | ---- | --------- | --- | --------------- | ------------ |
-| `CPU_ATTN` | | fp16, bf16, fp32 | `auto` | Any | 32, 64, 80, 96, 112, 128, 160, 192, 224, 256 | ❌ | ❌ | ❌ | All | N/A |
+| `CPU_ATTN` | | fp16, bf16, fp32 | `auto` | Any | 32, 64, 80, 96, 112, 128, 160, 192, 224, 256, 512 | ❌ | ❌ | ❌ | All | N/A |
 | `FLASHINFER` | Native† | fp16, bf16 | `auto`, `float16`, `bfloat16`, `fp8`, `fp8_e4m3`, `fp8_e5m2` | 16, 32, 64 | 64, 128, 256 | ❌ | ❌ | ✅ | Decoder | 7.x-9.x |
 | `FLASHINFER` | TRTLLM† | fp16, bf16 | `auto`, `float16`, `bfloat16`, `fp8`, `fp8_e4m3`, `fp8_e5m2` | 16, 32, 64 | 64, 128, 256 | ✅ | ❌ | ✅ | Decoder | 10.x |
 | `FLASH_ATTN` | FA2* | fp16, bf16 | `auto`, `float16`, `bfloat16` | %16 | Any | ❌ | ❌ | ✅ | All | ≥8.0 |
diff --git a/tests/kernels/attention/test_cpu_attn.py b/tests/kernels/attention/test_cpu_attn.py
index 7e3d77134..f7691a90e 100644
--- a/tests/kernels/attention/test_cpu_attn.py
+++ b/tests/kernels/attention/test_cpu_attn.py
@@ -25,7 +25,7 @@ NUM_HEADS = [
     (8, 2),
     (9, 3),
 ]
-HEAD_SIZES = [96, 128]
+HEAD_SIZES = [96, 128, 512]
 HEAD_SIZES_VEC16 = [96, 80, 112, 128]
 QTYPES = [torch.bfloat16, torch.half, torch.float32]
 SLIDING_WINDOWS = [None, 256]
diff --git a/vllm/v1/attention/backends/cpu_attn.py b/vllm/v1/attention/backends/cpu_attn.py
index 1df0fe654..90151a251 100644
--- a/vllm/v1/attention/backends/cpu_attn.py
+++ b/vllm/v1/attention/backends/cpu_attn.py
@@ -38,7 +38,7 @@ class CPUAttentionBackend(AttentionBackend):
 
     @classmethod
     def get_supported_head_sizes(cls) -> list[int]:
-        return [32, 64, 80, 96, 112, 128, 160, 192, 224, 256]
+        return [32, 64, 80, 96, 112, 128, 160, 192, 224, 256, 512]
 
     @staticmethod
     def get_name() -> str: