Pith Number

pith:IUMBLSXW

pith:2019:IUMBLSXW362JK54GSM3F6IHSBB

not attested not anchored not stored refs pending

Lipschitz Constrained Parameter Initialization for Deep Transformers

Deyi Xiong, Hongfei Xu, Jingyi Zhang, Josef van Genabith, Qiuhui Liu

arxiv:1911.03179 v2 · 2019-11-08 · cs.CL · eess.AS

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IUMBLSXW362JK54GSM3F6IHSBB}

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	2026-07-05T01:00:14.348306Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

451815caf6dfb495778693365f20f20846cab4a1b38ce71ae3d0f7ae5a1c1def

Aliases

arxiv: 1911.03179 · arxiv_version: 1911.03179v2 · doi: 10.48550/arxiv.1911.03179 · pith_short_12: IUMBLSXW362J · pith_short_16: IUMBLSXW362JK54G · pith_short_8: IUMBLSXW

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/IUMBLSXW362JK54GSM3F6IHSBB \
  | 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: 451815caf6dfb495778693365f20f20846cab4a1b38ce71ae3d0f7ae5a1c1def

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "35e4bdc7e9fbc6565811ac3b2b2ce1a7530511d935d3221e04d785e9475a49f3",
    "cross_cats_sorted": [
      "eess.AS"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2019-11-08T10:52:43Z",
    "title_canon_sha256": "1ce1b37c7c8b17f7f9792309f58a90599f280101dfc611ad1102b86ee3b20fa4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1911.03179",
    "kind": "arxiv",
    "version": 2
  }
}