Pith Number

pith:XO623QCL

pith:2020:XO623QCLIJ4IAJZGR2EGCVU5CW

not attested not anchored not stored refs pending

Effects of Parameter Norm Growth During Transformer Training: Inductive Bias from Gradient Descent

Noah Smith, Roy Schwartz, Vivek Ramanujan, William Merrill, Yoav Goldberg

arxiv:2010.09697 v5 · 2020-10-19 · cs.LG · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XO623QCLIJ4IAJZGR2EGCVU5CW}

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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

1 paper in Pith

Grokking at the Edge of Numerical Stability

Receipt and verification

First computed	2026-07-05T05:49:11.293772Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bbbdadc04b42788027268e8861569d15ba978ae712466afef159e693bbe575a2

Aliases

arxiv: 2010.09697 · arxiv_version: 2010.09697v5 · doi: 10.48550/arxiv.2010.09697 · pith_short_12: XO623QCLIJ4I · pith_short_16: XO623QCLIJ4IAJZG · pith_short_8: XO623QCL

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/XO623QCLIJ4IAJZGR2EGCVU5CW \
  | 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: bbbdadc04b42788027268e8861569d15ba978ae712466afef159e693bbe575a2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7952a381eb584be59494641d30eef823d6d0c91bf49484db9e3108a340afd8b5",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-10-19T17:40:38Z",
    "title_canon_sha256": "42420202fe1aee0fdc109f45599d08ec4d72d46d584bf8a99b338dda8276de53"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2010.09697",
    "kind": "arxiv",
    "version": 5
  }
}