Pith Number

pith:WUORFGKZ

pith:2020:WUORFGKZGWTTJKMUMHN3QSEGON

not attested not anchored not stored refs pending

Analysis of Generalizability of Deep Neural Networks Based on the Complexity of Decision Boundary

Murray Loew, Shuyue Guan

arxiv:2009.07974 v1 · 2020-09-16 · cs.LG · cs.AI · cs.CV · 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{WUORFGKZGWTTJKMUMHN3QSEGON}

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.

Receipt and verification

First computed	2026-07-05T02:18:45.169330Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b51d12995935a734a99461dbb84886737079d60a7f8e71b80f0fac868e5f575d

Aliases

arxiv: 2009.07974 · arxiv_version: 2009.07974v1 · doi: 10.48550/arxiv.2009.07974 · pith_short_12: WUORFGKZGWTT · pith_short_16: WUORFGKZGWTTJKMU · pith_short_8: WUORFGKZ

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/WUORFGKZGWTTJKMUMHN3QSEGON \
  | 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: b51d12995935a734a99461dbb84886737079d60a7f8e71b80f0fac868e5f575d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "92b6ff98916a6e5de82999578b2039f4e9e7caf5a28e2acbe9a71199596ef4d4",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-09-16T23:25:52Z",
    "title_canon_sha256": "9d4ec1f143b0b4458cb54a68bb00e5b63dc5a843c79c7ac65201b1a6e0d9bcdb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2009.07974",
    "kind": "arxiv",
    "version": 1
  }
}