Pith Number

pith:JRDVFRT4

pith:2024:JRDVFRT47VAYT6XSBDQRDRJYVI

not attested not anchored not stored refs pending

Multi-Armed Bandit Approach for Optimizing Training on Synthetic Data

Abdulrahman Kerim, Erickson R. Nascimento, Leandro Soriano Marcolino, Richard Jiang

arxiv:2412.05466 v1 · 2024-12-06 · cs.LG · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JRDVFRT47VAYT6XSBDQRDRJYVI}

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	2026-07-05T09:46:03.722163Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4c4752c67cfd4189faf208e111c538aa166ce0e85aa3530679f9c9546276bf07

Aliases

arxiv: 2412.05466 · arxiv_version: 2412.05466v1 · doi: 10.48550/arxiv.2412.05466 · pith_short_12: JRDVFRT47VAY · pith_short_16: JRDVFRT47VAYT6XS · pith_short_8: JRDVFRT4

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/JRDVFRT47VAYT6XSBDQRDRJYVI \
  | 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: 4c4752c67cfd4189faf208e111c538aa166ce0e85aa3530679f9c9546276bf07

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c09236f01c475895236057f24003ec028a5370d59d76b683fee02e3efa4b0f4c",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-06T23:36:36Z",
    "title_canon_sha256": "0fbd2224bda6779e292cf7acaa8069244b75aadb531ece62cf93b4e1230647de"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.05466",
    "kind": "arxiv",
    "version": 1
  }
}