Pith Number

pith:IQ7PFCHV

pith:2025:IQ7PFCHV35LYCDSMIEPVOW2QWN

not attested not anchored not stored refs pending

Algorithm Development in Neural Networks: Insights from the Streaming Parity Task

Andrew M. Saxe, Loek van Rossem

arxiv:2507.09897 v2 · 2025-07-14 · cs.LG · 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{IQ7PFCHV35LYCDSMIEPVOW2QWN}

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	2026-07-05T11:49:11.439200Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

443ef288f5df57810e4c411f575b50b3675fa02bb3bf1c6decb2f548cfae80c8

Aliases

arxiv: 2507.09897 · arxiv_version: 2507.09897v2 · doi: 10.48550/arxiv.2507.09897 · pith_short_12: IQ7PFCHV35LY · pith_short_16: IQ7PFCHV35LYCDSM · pith_short_8: IQ7PFCHV

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/IQ7PFCHV35LYCDSMIEPVOW2QWN \
  | 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: 443ef288f5df57810e4c411f575b50b3675fa02bb3bf1c6decb2f548cfae80c8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8f71688db6bba90c9413ba13e541a14a792173ccea1f1ed6d776fe453bcae28f",
    "cross_cats_sorted": [
      "q-bio.NC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-14T04:07:43Z",
    "title_canon_sha256": "525d9c53436cfa216edf3e0cd4cc1ef9296df33e2bb61a20a728255f4a600361"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.09897",
    "kind": "arxiv",
    "version": 2
  }
}