Pith Number

pith:IGJQEJ5M

pith:2025:IGJQEJ5M5LO3MEMN23OC5ERHRJ

not attested not anchored not stored refs pending

Pure Exploration with Feedback Graphs

Aldo Pacchiano, Alessio Russo, Yichen Song

arxiv:2503.07824 v1 · 2025-03-10 · stat.ML · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IGJQEJ5M5LO3MEMN23OC5ERHRJ}

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	2026-07-05T10:28:44.546782Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

41930227aceaddb6118dd6dc2e92278a76ccb67e719f4b0dd9fbbd617f653759

Aliases

arxiv: 2503.07824 · arxiv_version: 2503.07824v1 · doi: 10.48550/arxiv.2503.07824 · pith_short_12: IGJQEJ5M5LO3 · pith_short_16: IGJQEJ5M5LO3MEMN · pith_short_8: IGJQEJ5M

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/IGJQEJ5M5LO3MEMN23OC5ERHRJ \
  | 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: 41930227aceaddb6118dd6dc2e92278a76ccb67e719f4b0dd9fbbd617f653759

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "44a8feebbea19c9bd576bebfa1c839ce4027df4402ace7565eb9171545b921c4",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2025-03-10T20:11:59Z",
    "title_canon_sha256": "3324e5141fa27ea147e0b5baff48e311f3d3fd47be9000be0b40a16938c7cc93"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.07824",
    "kind": "arxiv",
    "version": 1
  }
}