Pith Number

pith:3AYXAG2C

pith:2018:3AYXAG2C426O6FKRQ6BBDEWIOR

not attested not anchored not stored refs pending

Human-AI Learning Performance in Multi-Armed Bandits

Anca D. Dragan, Dylan Hadfield-Menell, Ravi Pandya, Sandy H. Huang

arxiv:1812.09376 v1 · 2018-12-21 · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3AYXAG2C426O6FKRQ6BBDEWIOR}

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	2026-05-17T23:57:28.179714Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d831701b42e6bcef155187821192c8747bca05b09cd5da57d56e63dc4a4ff4e0

Aliases

arxiv: 1812.09376 · arxiv_version: 1812.09376v1 · doi: 10.48550/arxiv.1812.09376 · pith_short_12: 3AYXAG2C426O · pith_short_16: 3AYXAG2C426O6FKR · pith_short_8: 3AYXAG2C

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/3AYXAG2C426O6FKRQ6BBDEWIOR \
  | 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: d831701b42e6bcef155187821192c8747bca05b09cd5da57d56e63dc4a4ff4e0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a9da8827e228c8b6eefaeabcb08ffb807be74a30d5737a45f0ca74893c25af0a",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2018-12-21T21:28:11Z",
    "title_canon_sha256": "be12a7a8b056ba1333ff2d570e88cfc3dd47d31a1b3eadfe07c3229fa3cb9a95"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1812.09376",
    "kind": "arxiv",
    "version": 1
  }
}