Pith Number

pith:DYLUXAQY

pith:2023:DYLUXAQYCNBZHON2FVBXYQ5GD2

not attested not anchored not stored refs pending

Abrupt and spontaneous strategy switches emerge in simple regularised neural networks

Andrew M. Saxe, Anika T. L\"owe, Christopher Summerfield, L\'eo Touzo, Nicolas W. Schuck, Paul S. Muhle-Karbe

arxiv:2302.11351 v4 · 2023-02-22 · cs.AI · q-bio.NC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DYLUXAQYCNBZHON2FVBXYQ5GD2}

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	2026-07-05T07:50:49.064108Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1e174b8218134393b9ba2d437c43a61e97c5e71d0ebce2dfb1a92399dbc942e6

Aliases

arxiv: 2302.11351 · arxiv_version: 2302.11351v4 · doi: 10.48550/arxiv.2302.11351 · pith_short_12: DYLUXAQYCNBZ · pith_short_16: DYLUXAQYCNBZHON2 · pith_short_8: DYLUXAQY

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/DYLUXAQYCNBZHON2FVBXYQ5GD2 \
  | 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: 1e174b8218134393b9ba2d437c43a61e97c5e71d0ebce2dfb1a92399dbc942e6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d6b36252b8ffd3de8409df12edab44fab95ae98894f6e07edf21f1984c722a62",
    "cross_cats_sorted": [
      "q-bio.NC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-02-22T12:48:45Z",
    "title_canon_sha256": "1a75d6297b2fa6fd2c470170dcb1ffa8d1d2f3b06baba81326fa26d672204c2f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.11351",
    "kind": "arxiv",
    "version": 4
  }
}