Pith Number

pith:BGAB6H64

pith:2023:BGAB6H64RM23GVSHLZL6VTDFKX

not attested not anchored not stored refs pending

Should We Learn Most Likely Functions or Parameters?

Andrew Gordon Wilson, Sanyam Kapoor, Shikai Qiu, Tim G. J. Rudner

arxiv:2311.15990 v1 · 2023-11-27 · 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{BGAB6H64RM23GVSHLZL6VTDFKX}

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

Error Reflection Prompting: Can Large Language Models Successfully Understand Errors?

Receipt and verification

First computed	2026-07-05T07:17:12.024555Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

09801f1fdc8b35b356475e57eacc6555cdf76d513372850734891e038883e816

Aliases

arxiv: 2311.15990 · arxiv_version: 2311.15990v1 · doi: 10.48550/arxiv.2311.15990 · pith_short_12: BGAB6H64RM23 · pith_short_16: BGAB6H64RM23GVSH · pith_short_8: BGAB6H64

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/BGAB6H64RM23GVSHLZL6VTDFKX \
  | 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: 09801f1fdc8b35b356475e57eacc6555cdf76d513372850734891e038883e816

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4078b7f3b3c2eec3a422a12572818e0fc1449c21ef2c1f5b9a969c26ee35d2c0",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-27T16:39:55Z",
    "title_canon_sha256": "6719b0482ab661717c7dea1b4736ad1fdcfb83e2dfe9a68502f5f47a2e6eeed3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.15990",
    "kind": "arxiv",
    "version": 1
  }
}