Pith Number

pith:GWZOXLZQ

pith:2024:GWZOXLZQJRLFCJWWXFC27D6NQM

not attested not anchored not stored refs pending

On the Computational Landscape of Replicable Learning

Alkis Kalavasis, Amin Karbasi, Felix Zhou, Grigoris Velegkas

arxiv:2405.15599 v2 · 2024-05-24 · 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{GWZOXLZQJRLFCJWWXFC27D6NQM}

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

On the Structure of Replicable Hypothesis Testers

Receipt and verification

First computed	2026-07-05T09:42:25.683963Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

35b2ebaf304c565126d6b945af8fcd830dfaa52cd8b5193ef67536216e0106b0

Aliases

arxiv: 2405.15599 · arxiv_version: 2405.15599v2 · doi: 10.48550/arxiv.2405.15599 · pith_short_12: GWZOXLZQJRLF · pith_short_16: GWZOXLZQJRLFCJWW · pith_short_8: GWZOXLZQ

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/GWZOXLZQJRLFCJWWXFC27D6NQM \
  | 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: 35b2ebaf304c565126d6b945af8fcd830dfaa52cd8b5193ef67536216e0106b0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "22006f529e68dce22521697f1dd0e9d10a09515270ae347421d5c789cbd17e83",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-24T14:30:40Z",
    "title_canon_sha256": "a1417fdbb9da9b8a74a50021e24cec6d5e1253174c2fe5347c6474205403ffb6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.15599",
    "kind": "arxiv",
    "version": 2
  }
}