Pith Number

pith:STAOABRL

pith:2025:STAOABRLMVOYMJ5OBLH5EPHIZ6

not attested not anchored not stored refs pending

Impatient Bandits: Optimizing for the Long-Term Without Delay

Daniel Russo, Kamil Ciosek, Kelly W. Zhang, Lucas Maystre, Thomas Baldwin-McDonald

arxiv:2501.07761 v2 · 2025-01-14 · cs.LG · cs.AI · 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{STAOABRLMVOYMJ5OBLH5EPHIZ6}

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

Bandit Simulation for Average Reward Inference

Receipt and verification

First computed	2026-06-24T00:14:20.309024Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

94c0e0062b655d8627ae0acfd23ce8cfaa43b9e21facae8f26d6072896aff4d1

Aliases

arxiv: 2501.07761 · arxiv_version: 2501.07761v2 · doi: 10.48550/arxiv.2501.07761 · pith_short_12: STAOABRLMVOY · pith_short_16: STAOABRLMVOYMJ5O · pith_short_8: STAOABRL

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/STAOABRLMVOYMJ5OBLH5EPHIZ6 \
  | 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: 94c0e0062b655d8627ae0acfd23ce8cfaa43b9e21facae8f26d6072896aff4d1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e1c249c287792ae70393029d8a7f780cc1ffff4658e35817bb2544d98a56e697",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-14T00:28:26Z",
    "title_canon_sha256": "6e7a22fa07a37e8cadeba4a429736dbdc17e3246b0154635bf216eb28bfcbc5c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.07761",
    "kind": "arxiv",
    "version": 2
  }
}