Pith Number

pith:JMQK6HIC

pith:2019:JMQK6HICCBIK6SKQOZMJC5XWA2

not attested not anchored not stored refs pending

Deterministic PAC-Bayesian generalization bounds for deep networks via generalizing noise-resilience

J. Zico Kolter, Vaishnavh Nagarajan

arxiv:1905.13344 v1 · 2019-05-30 · 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{JMQK6HICCBIK6SKQOZMJC5XWA2}

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

1 paper in Pith

Explainable Neural Networks with Guarantees: A Sparse Estimation Approach

Receipt and verification

First computed	2026-05-17T23:44:35.236563Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4b20af1d021050af495076589176f60698014f514f0e4e991dce37ac2ec4bcad

Aliases

arxiv: 1905.13344 · arxiv_version: 1905.13344v1 · doi: 10.48550/arxiv.1905.13344 · pith_short_12: JMQK6HICCBIK · pith_short_16: JMQK6HICCBIK6SKQ · pith_short_8: JMQK6HIC

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/JMQK6HICCBIK6SKQOZMJC5XWA2 \
  | 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: 4b20af1d021050af495076589176f60698014f514f0e4e991dce37ac2ec4bcad

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "69fd27367c3a2bd0e19f8c0499bc8c01bae21aa112aa4994d8e7ce36d48a0a3c",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-05-30T22:45:06Z",
    "title_canon_sha256": "b6de82bb1c2244d202d4b0efa726839132fa9f37ce48a77c4777aafdbbbe3a5b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1905.13344",
    "kind": "arxiv",
    "version": 1
  }
}