Pith Number

pith:IEU6O52P

pith:2024:IEU6O52PZKZVU2QI7BFHEITW5E

not attested not anchored not stored refs pending

POD-Attention: Unlocking Full Prefill-Decode Overlap for Faster LLM Inference

Aditya K Kamath, Ashish Panwar, Jayashree Mohan, Ramachandran Ramjee, Ramya Prabhu, Simon Peter

arxiv:2410.18038 v2 · 2024-10-23 · cs.LG · cs.DC

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IEU6O52PZKZVU2QI7BFHEITW5E}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

1 paper in Pith

Tackling the Dynamicity in a Production LLM Serving System with SOTA Optimizations via Hybrid Prefill/Decode/Verify Scheduling on Efficient Meta-kernels

Receipt and verification

First computed	2026-07-05T10:14:47.039021Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4129e7774fcab35a6a08f84a722276e93081aeb196f8308a6e4ee4af92093b1d

Aliases

arxiv: 2410.18038 · arxiv_version: 2410.18038v2 · doi: 10.48550/arxiv.2410.18038 · pith_short_12: IEU6O52PZKZV · pith_short_16: IEU6O52PZKZVU2QI · pith_short_8: IEU6O52P

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/IEU6O52PZKZVU2QI7BFHEITW5E \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 4129e7774fcab35a6a08f84a722276e93081aeb196f8308a6e4ee4af92093b1d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "df33e4155cdf51791bfbaf91aad18920a61c0c77dedb4264e9569945ec195213",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-23T17:06:56Z",
    "title_canon_sha256": "c0140f9e31874333c34ba36536cc611f08cab4ad19540033c2e842154b5bf7f3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.18038",
    "kind": "arxiv",
    "version": 2
  }
}