Pith Number

pith:GQRKJTF4

pith:2023:GQRKJTF4GH3IFAOEZJPYJXCHPB

not attested not anchored not stored refs pending

Pre-RMSNorm and Pre-CRMSNorm Transformers: Equivalent and Efficient Pre-LN Transformers

David Z. Pan, Hanqing Zhu, Jiaqi Gu, Zixuan Jiang

arxiv:2305.14858 v2 · 2023-05-24 · cs.LG · cs.AI · cs.NE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GQRKJTF4GH3IFAOEZJPYJXCHPB}

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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

4 papers in Pith

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Receipt and verification

First computed	2026-07-05T07:05:09.057820Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3422a4ccbc31f68281c4ca5f84dc4778624d08b2d7239ea242ebdae958dbcf09

Aliases

arxiv: 2305.14858 · arxiv_version: 2305.14858v2 · doi: 10.48550/arxiv.2305.14858 · pith_short_12: GQRKJTF4GH3I · pith_short_16: GQRKJTF4GH3IFAOE · pith_short_8: GQRKJTF4

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/GQRKJTF4GH3IFAOEZJPYJXCHPB \
  | 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: 3422a4ccbc31f68281c4ca5f84dc4778624d08b2d7239ea242ebdae958dbcf09

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "61231e449a0e84582dcbc4e6d262079c0b81d26f70e241a1d74f4d48d44e5e32",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.NE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-05-24T08:08:26Z",
    "title_canon_sha256": "fd8c2884d0a1eb9d4084b5eaf73e4df3541ad8fc496e7656f5cf976d18dc712f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.14858",
    "kind": "arxiv",
    "version": 2
  }
}