Pith Number

pith:PQMV4KFB

pith:2019:PQMV4KFBSITFGL5FA3R7FDCDHW

not attested not anchored not stored refs pending

PAC-Bayes with Backprop

Csaba Szepesvari, Omar Rivasplata, Vikram M Tankasali

arxiv:1908.07380 v5 · 2019-08-19 · 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{PQMV4KFBSITFGL5FA3R7FDCDHW}

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

3 papers in Pith

From Privacy to Generalization: Linear Max-Information Bounds for DP-SGD

Federated Learning with Nonvacuous Generalisation Bounds

Margin-Adaptive Confidence Ranking for Reliable LLM Judgement

Receipt and verification

First computed	2026-07-05T00:09:51.461796Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7c195e28a19226532fa506e3f28c433da3d79c1127f31eeffa63774fdcafc108

Aliases

arxiv: 1908.07380 · arxiv_version: 1908.07380v5 · doi: 10.48550/arxiv.1908.07380 · pith_short_12: PQMV4KFBSITF · pith_short_16: PQMV4KFBSITFGL5F · pith_short_8: PQMV4KFB

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/PQMV4KFBSITFGL5FA3R7FDCDHW \
  | 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: 7c195e28a19226532fa506e3f28c433da3d79c1127f31eeffa63774fdcafc108

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0052229ecdb6587a63fe1fc192d10bd670e3299d7db1a79902a3b3660fc987fb",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-08-19T13:27:08Z",
    "title_canon_sha256": "e1698e025b856ccbc13662f69d83579b6a03d8e9f543598677647aacfcd21203"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1908.07380",
    "kind": "arxiv",
    "version": 5
  }
}