Pith Number

pith:UKC72SDF

pith:2020:UKC72SDF7CE7YKSLCWS43H64UF

not attested not anchored not stored refs pending

PAC-Bayes unleashed: generalisation bounds with unbounded losses

Benjamin Guedj, John Shawe-Taylor, Maxime Haddouche, Omar Rivasplata

arxiv:2006.07279 v2 · 2020-06-12 · stat.ML · cs.LG · math.ST · stat.TH

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UKC72SDF7CE7YKSLCWS43H64UF}

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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

Symmetrization of Loss Functions for Robust Training of Neural Networks in the Presence of Noisy Labels

Receipt and verification

First computed	2026-07-05T03:41:15.368633Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a285fd4865f889fc2a4b15a5cd9fdca142196b421cd049e28810defb6d33bb3d

Aliases

arxiv: 2006.07279 · arxiv_version: 2006.07279v2 · doi: 10.48550/arxiv.2006.07279 · pith_short_12: UKC72SDF7CE7 · pith_short_16: UKC72SDF7CE7YKSL · pith_short_8: UKC72SDF

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/UKC72SDF7CE7YKSLCWS43H64UF \
  | 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: a285fd4865f889fc2a4b15a5cd9fdca142196b421cd049e28810defb6d33bb3d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "90b31922a1a4d544dbf65270f6da27715880df69adf31e63454adb4183f40e61",
    "cross_cats_sorted": [
      "cs.LG",
      "math.ST",
      "stat.TH"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2020-06-12T15:55:46Z",
    "title_canon_sha256": "4401a6a9a19586e592d72ca3ceb9f173a0f5e070a78deda22f8cc21caf2f7425"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2006.07279",
    "kind": "arxiv",
    "version": 2
  }
}