Pith Number

pith:ECTE5INX

pith:2022:ECTE5INXDHCH4OKOALB6DYLSYS

not attested not anchored not stored refs pending

What does a deep neural network confidently perceive? The effective dimension of high certainty class manifolds and their low confidence boundaries

Ekin Dogus Cubuk, Samuel S. Schoenholz, Stanislav Fort, Surya Ganguli

arxiv:2210.05546 v1 · 2022-10-11 · cs.LG · cs.CV

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

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\usepackage{pith}
\pithnumber{ECTE5INXDHCH4OKOALB6DYLSYS}

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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

Direct Ascent Synthesis: Revealing Hidden Generative Capabilities in Discriminative Models

Receipt and verification

First computed	2026-07-05T05:05:17.882069Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

20a64ea1b719c47e394e02c3e1e172c4b7f2540de7925d1d750bfb01d4fdcf55

Aliases

arxiv: 2210.05546 · arxiv_version: 2210.05546v1 · doi: 10.48550/arxiv.2210.05546 · pith_short_12: ECTE5INXDHCH · pith_short_16: ECTE5INXDHCH4OKO · pith_short_8: ECTE5INX

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/ECTE5INXDHCH4OKOALB6DYLSYS \
  | 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: 20a64ea1b719c47e394e02c3e1e172c4b7f2540de7925d1d750bfb01d4fdcf55

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "aaaeb964b0318a14609986986130dd0530cd6bc3385a7dd2b9b4aaf433bef8cb",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-10-11T15:42:06Z",
    "title_canon_sha256": "0269b5cb94a66f217680fe08d59215a2c354cdb068b775b6d97cc43b03f04e9b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.05546",
    "kind": "arxiv",
    "version": 1
  }
}