Pith Number

pith:QG5MBZ2C

pith:2020:QG5MBZ2CKGVTEYM2VTOEIUOXA2

not attested not anchored not stored refs pending

NeurIPS 2020 Competition: Predicting Generalization in Deep Learning

(2) University of Toronto, (3) Element AI, (4) Microsoft Research, (5) University Paris-Saclay, Behnam Neyshabur (1) ((1) Google Research, ChaLearn), Daniel M. Roy (2), Gintare Karolina Dziugaite (3), Hossein Mobahi (1), Isabelle Guyon (5), Pierre Foret (1), Samy Bengio (1), Scott Yak (1), Suriya Gunasekar (4), Yiding Jiang (1)

arxiv:2012.07976 v1 · 2020-12-14 · 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{QG5MBZ2CKGVTEYM2VTOEIUOXA2}

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

Beyond External Monitors: Enhancing Transparency of Large Language Models for Easier Monitoring

Receipt and verification

First computed	2026-07-05T01:59:38.421528Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

81bac0e74251ab32619aacdc4451d706a4c3ae0950334562f74a7e6fc0e81cd4

Aliases

arxiv: 2012.07976 · arxiv_version: 2012.07976v1 · doi: 10.48550/arxiv.2012.07976 · pith_short_12: QG5MBZ2CKGVT · pith_short_16: QG5MBZ2CKGVTEYM2 · pith_short_8: QG5MBZ2C

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/QG5MBZ2CKGVTEYM2VTOEIUOXA2 \
  | 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: 81bac0e74251ab32619aacdc4451d706a4c3ae0950334562f74a7e6fc0e81cd4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bd6a47d4420ad3e6f707cd13099a18b6b369aa1e8d29a36af532763a796918cb",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-12-14T22:21:37Z",
    "title_canon_sha256": "3dd9732add9140278232e9510842f3aa74c17a4146aa15af333b20b06d7b1fda"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2012.07976",
    "kind": "arxiv",
    "version": 1
  }
}