Pith Number

pith:JD26GFBO

pith:2023:JD26GFBOB5MVHERGI34ZAEAYJL

not attested not anchored not stored refs pending

Exploration via linearly perturbed loss minimisation

Alex Ayoub, Csaba Szepesv\'ari, David Janz, Shuai Liu

arxiv:2311.07565 v3 · 2023-11-13 · 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{JD26GFBOB5MVHERGI34ZAEAYJL}

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	2026-06-05T01:14:24.046168Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

48f5e3142e0f5953922646f99010184ae6f8325dab5c1a3b3ec4b4c7a925f097

Aliases

arxiv: 2311.07565 · arxiv_version: 2311.07565v3 · doi: 10.48550/arxiv.2311.07565 · pith_short_12: JD26GFBOB5MV · pith_short_16: JD26GFBOB5MVHERG · pith_short_8: JD26GFBO

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/JD26GFBOB5MVHERGI34ZAEAYJL \
  | 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: 48f5e3142e0f5953922646f99010184ae6f8325dab5c1a3b3ec4b4c7a925f097

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ce39f24aeb2f2bc8a33c2f74dba39416f422d05027316d341c8009fc39761849",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-13T18:54:43Z",
    "title_canon_sha256": "c4f6f002a0579b068eb8a2b38140a165e6c7cabba10389882ce1718046f357b1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.07565",
    "kind": "arxiv",
    "version": 3
  }
}