Pith Number

pith:RJ2Q2ONG

pith:2022:RJ2Q2ONGQ2E6EQXIM6S2NYVI2I

not attested not anchored not stored refs pending

Topology and geometry of data manifold in deep learning

Anton Ayzenberg, German Magai

arxiv:2204.08624 v1 · 2022-04-19 · cs.LG · cs.CV · math.AT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RJ2Q2ONGQ2E6EQXIM6S2NYVI2I}

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

4 papers in Pith

Patnaik-Pearson intrinsic dimension for internal representations of neural networks

Pointwise Generalization in Deep Neural Networks

Self-Directed Task Identification

Receipt and verification

First computed	2026-07-05T04:15:32.203646Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8a750d39a68689e242e867a5a6e2a8d22a401b478bedb30c4de5c81cb4b6253f

Aliases

arxiv: 2204.08624 · arxiv_version: 2204.08624v1 · doi: 10.48550/arxiv.2204.08624 · pith_short_12: RJ2Q2ONGQ2E6 · pith_short_16: RJ2Q2ONGQ2E6EQXI · pith_short_8: RJ2Q2ONG

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/RJ2Q2ONGQ2E6EQXIM6S2NYVI2I \
  | 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: 8a750d39a68689e242e867a5a6e2a8d22a401b478bedb30c4de5c81cb4b6253f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d8ed85eadb2fe3f8c0b7519b8b3eda06d9d4497f23e44700b195556f39202e81",
    "cross_cats_sorted": [
      "cs.CV",
      "math.AT"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-04-19T02:57:47Z",
    "title_canon_sha256": "e2a5ed749d4c98ca13b3a0e83d7af4f69850b8d63454441061398ea6c6ee6b88"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2204.08624",
    "kind": "arxiv",
    "version": 1
  }
}