Pith Number

pith:5HSEEXCW

pith:2025:5HSEEXCWAB2GX6XHEO27ABWGHB

not attested not anchored not stored refs pending

What Can Grokking Teach Us About Learning Under Nonstationarity?

Andras Gyorgy, Clare Lyle, Gharda Sokar, Razvan Pascanu

arxiv:2507.20057 v1 · 2025-07-26 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5HSEEXCWAB2GX6XHEO27ABWGHB}

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.

Cited by

1 paper in Pith

Weight Decay Regimes in Grokking Transformers: Cheap Online Diagnostics

Receipt and verification

First computed	2026-07-05T11:44:12.631072Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e9e4425c5600746bfae723b5f006c638433b7798352e7b2837ac377bf69d62ae

Aliases

arxiv: 2507.20057 · arxiv_version: 2507.20057v1 · doi: 10.48550/arxiv.2507.20057 · pith_short_12: 5HSEEXCWAB2G · pith_short_16: 5HSEEXCWAB2GX6XH · pith_short_8: 5HSEEXCW

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/5HSEEXCWAB2GX6XHEO27ABWGHB \
  | 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: e9e4425c5600746bfae723b5f006c638433b7798352e7b2837ac377bf69d62ae

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f56df9ea69195ee8fa0e6dc7453620933d70b9af09695a5621da4d4e038a3230",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-26T20:51:24Z",
    "title_canon_sha256": "9c3922d8b33fb8e6311e7424ec993a30df56ccec5df25c3115bcd2fd2a368fd4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.20057",
    "kind": "arxiv",
    "version": 1
  }
}