Pith Number

pith:NLJYUII4

pith:2025:NLJYUII4MEX2ME2372VUHFEOVV

not attested not anchored not stored refs pending

StagFormer: Time Staggering Transformer Decoding for RunningLayers In Parallel

Arun Kandoor, Dylan Cutler, Nikunj Saunshi, Nishanth Dikkala, Rina Panigrahy, Xin Wang

arxiv:2501.15665 v2 · 2025-01-26 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NLJYUII4MEX2ME2372VUHFEOVV}

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	2026-07-05T11:59:10.549041Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6ad38a211c612fa6135bfeab43948ead40c25ba30a0012ed60b0f57e3844a238

Aliases

arxiv: 2501.15665 · arxiv_version: 2501.15665v2 · doi: 10.48550/arxiv.2501.15665 · pith_short_12: NLJYUII4MEX2 · pith_short_16: NLJYUII4MEX2ME23 · pith_short_8: NLJYUII4

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/NLJYUII4MEX2ME2372VUHFEOVV \
  | 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: 6ad38a211c612fa6135bfeab43948ead40c25ba30a0012ed60b0f57e3844a238

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "33e94c78a0e6dac3143d665606868c4330c6218059fe9fe9ed10d1a9416bcec4",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-26T20:09:11Z",
    "title_canon_sha256": "c68479c010ff2c81cc38d650e1b1476df6fa8c89f1a2f9054437e57ac30218f0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.15665",
    "kind": "arxiv",
    "version": 2
  }
}