Pith Number

pith:KSTXNQSM

pith:2025:KSTXNQSM4E7VSIGXE5BLZNID5F

not attested not anchored not stored refs pending

Algebra Unveils Deep Learning -- An Invitation to Neuroalgebraic Geometry

Giovanni Luca Marchetti, Kathl\'en Kohn, Matthew Trager, Stefano Mereta, Vahid Shahverdi

arxiv:2501.18915 v2 · 2025-01-31 · cs.LG · math.AG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KSTXNQSM4E7VSIGXE5BLZNID5F}

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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

7 papers in Pith

Patnaik-Pearson intrinsic dimension for internal representations of neural networks

Algebraic Networks and Architectural Degenerations

Conservation Laws from Data Symmetry in Neural Networks

Minimal Filling Architectures of Polynomial Neural Networks: Counterexamples, Frontier Search, and Defects

Receipt and verification

First computed	2026-07-05T11:13:19.594385Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

54a776c24ce13f5920d72742bcb503e948981a9dae48b8d6f6541ae9e4d991f5

Aliases

arxiv: 2501.18915 · arxiv_version: 2501.18915v2 · doi: 10.48550/arxiv.2501.18915 · pith_short_12: KSTXNQSM4E7V · pith_short_16: KSTXNQSM4E7VSIGX · pith_short_8: KSTXNQSM

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/KSTXNQSM4E7VSIGXE5BLZNID5F \
  | 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: 54a776c24ce13f5920d72742bcb503e948981a9dae48b8d6f6541ae9e4d991f5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "963dffb95213685a95fd8e99b0172fb1e9f2a66202e8f4cc6515649290ac255d",
    "cross_cats_sorted": [
      "math.AG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-31T06:33:58Z",
    "title_canon_sha256": "bd142ad2b386c18d4439ce95f6c26ed75440329b6a3e66093f79dd2d08db3bb4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.18915",
    "kind": "arxiv",
    "version": 2
  }
}