Pith Number

pith:44XS2DGS

pith:2024:44XS2DGS2DS27BCMPSXNUNOQOK

not attested not anchored not stored refs pending

Formation of Representations in Neural Networks

Isaac Chuang, Liu Ziyin, Tomaso Poggio, Tomer Galanti

arxiv:2410.03006 v2 · 2024-10-03 · cs.LG · cond-mat.dis-nn

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{44XS2DGS2DS27BCMPSXNUNOQOK}

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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

There Will Be a Scientific Theory of Deep Learning

Receipt and verification

First computed	2026-07-05T10:21:04.706975Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e72f2d0cd2d0e5af844c7caeda35d072a1eaea7d6e93200eb8f24ff64df20cb4

Aliases

arxiv: 2410.03006 · arxiv_version: 2410.03006v2 · doi: 10.48550/arxiv.2410.03006 · pith_short_12: 44XS2DGS2DS2 · pith_short_16: 44XS2DGS2DS27BCM · pith_short_8: 44XS2DGS

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/44XS2DGS2DS27BCMPSXNUNOQOK \
  | 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: e72f2d0cd2d0e5af844c7caeda35d072a1eaea7d6e93200eb8f24ff64df20cb4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b3419140cd510720661289af6f15fa2583370a22fd0b9d0adbee0f1de8d9b136",
    "cross_cats_sorted": [
      "cond-mat.dis-nn"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-03T21:31:01Z",
    "title_canon_sha256": "c0b48aa98d7eb7c22782f6bb42adbb4bfedd896cece5a62dfa5ee544f01f8227"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.03006",
    "kind": "arxiv",
    "version": 2
  }
}