Pith Number

pith:EDMAOBFX

pith:2025:EDMAOBFXTUAKYLPYOKUKEZMXRI

not attested not anchored not stored refs pending

Deterministic Inference across Tensor Parallel Sizes That Eliminates Training-Inference Mismatch

Huizi Mao, Jiarong Xing, Jiayi Yuan, Rixin Liu, Xinheng Ding, Zirui Liu, Ziyang Zhang

arxiv:2511.17826 v2 · 2025-11-21 · cs.LG · cs.CL · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EDMAOBFXTUAKYLPYOKUKEZMXRI}

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.

Receipt and verification

First computed	2026-06-01T01:02:25.935743Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

20d80704b79d00ac2df872a8a265978a3ff7e37b43df577d9f3865c4eff91ae5

Aliases

arxiv: 2511.17826 · arxiv_version: 2511.17826v2 · doi: 10.48550/arxiv.2511.17826 · pith_short_12: EDMAOBFXTUAK · pith_short_16: EDMAOBFXTUAKYLPY · pith_short_8: EDMAOBFX

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/EDMAOBFXTUAKYLPYOKUKEZMXRI \
  | 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: 20d80704b79d00ac2df872a8a265978a3ff7e37b43df577d9f3865c4eff91ae5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "37935a4b2a52edbd131291edd0f1a6dc2470a66e77e2d7ed56b1202bd783557e",
    "cross_cats_sorted": [
      "cs.CL",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-11-21T22:40:00Z",
    "title_canon_sha256": "b112aad11ebef86ae8c82ab616b71895806eff38f5522cb163e5f549cd0644b2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2511.17826",
    "kind": "arxiv",
    "version": 2
  }
}