Pith Number

pith:EXLVOXRB

pith:2025:EXLVOXRBMLSIT5GYHAEISBOMIF

not attested not anchored not stored refs pending

Non-vacuous Generalization Bounds for Deep Neural Networks without any modification to the trained models

Dat Phan, Khoat Than

arxiv:2503.07325 v2 · 2025-03-10 · cs.LG · 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{EXLVOXRBMLSIT5GYHAEISBOMIF}

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	2026-06-02T02:04:05.359809Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

25d7575e2162e489f4d838088905cc41559ebe3d62504317f3e84ad6c1a71fa0

Aliases

arxiv: 2503.07325 · arxiv_version: 2503.07325v2 · doi: 10.48550/arxiv.2503.07325 · pith_short_12: EXLVOXRBMLSI · pith_short_16: EXLVOXRBMLSIT5GY · pith_short_8: EXLVOXRB

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/EXLVOXRBMLSIT5GYHAEISBOMIF \
  | 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: 25d7575e2162e489f4d838088905cc41559ebe3d62504317f3e84ad6c1a71fa0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fec798db7d67c9da669178863d2600710a9d661aabd8a37d8953ffbfe60d8faf",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-10T13:40:10Z",
    "title_canon_sha256": "90d30e984b72d51d2c5299bd0dfa56bc6876c118ff6090d9790f31adc54f58f7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.07325",
    "kind": "arxiv",
    "version": 2
  }
}