Pith Number

pith:H3YZF5YV

pith:2019:H3YZF5YV2BBO5MNEJX3K4IPQ7C

not attested not anchored not stored refs pending

Geometrization of deep networks for the interpretability of deep learning systems

Ling Zhou, Xiao Dong

arxiv:1901.02354 v2 · 2019-01-06 · cs.LG · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{H3YZF5YV2BBO5MNEJX3K4IPQ7C}

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

2 papers in Pith

Gauge theory and twins paradox of disentangled representations

Deep network as memory space: complexity, generalization, disentangled representation and interpretability

Receipt and verification

First computed	2026-05-17T23:56:27.264394Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3ef192f715d042eeb1a44df6ae21f0f8a767292eace0f84c08f4c26d29409b35

Aliases

arxiv: 1901.02354 · arxiv_version: 1901.02354v2 · doi: 10.48550/arxiv.1901.02354 · pith_short_12: H3YZF5YV2BBO · pith_short_16: H3YZF5YV2BBO5MNE · pith_short_8: H3YZF5YV

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/H3YZF5YV2BBO5MNEJX3K4IPQ7C \
  | 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: 3ef192f715d042eeb1a44df6ae21f0f8a767292eace0f84c08f4c26d29409b35

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6bb90d5f9c082abd81cbe0e96898d55eee8310e1c6c428cd5e46c60cbdae1c8c",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-01-06T14:32:45Z",
    "title_canon_sha256": "f4388b2c62eebedf5685ab3f85eb37d44d087a80bb0ddec784ef9e727175e69b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1901.02354",
    "kind": "arxiv",
    "version": 2
  }
}