Pith Number

pith:MTETA5FT

pith:2024:MTETA5FT7IOP44QVV4CULBIYLU

not attested not anchored not stored refs pending

Selective Reviews of Bandit Problems in AI via a Statistical View

Haoyu Wei, Huiming Zhang, Pengjie Zhou

arxiv:2412.02251 v3 · 2024-12-03 · stat.ML · cs.AI · cs.LG · econ.EM · math.PR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MTETA5FT7IOP44QVV4CULBIYLU}

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	2026-07-05T10:16:59.408955Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

64c93074b3fa1cfe7215af054585185d21da8ae08d7b50ca49fac5f73d776e7e

Aliases

arxiv: 2412.02251 · arxiv_version: 2412.02251v3 · doi: 10.48550/arxiv.2412.02251 · pith_short_12: MTETA5FT7IOP · pith_short_16: MTETA5FT7IOP44QV · pith_short_8: MTETA5FT

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/MTETA5FT7IOP44QVV4CULBIYLU \
  | 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: 64c93074b3fa1cfe7215af054585185d21da8ae08d7b50ca49fac5f73d776e7e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0e76f72d7f2fd796a4e96a235bb457ce5f11ef019a2851f762c897ab2e17eb7c",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "econ.EM",
      "math.PR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-12-03T08:28:47Z",
    "title_canon_sha256": "217c3cc5c2fdd8763f7e9ac933a1bc14bff7d14da6fdb823c91bb2cdee0f39f2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.02251",
    "kind": "arxiv",
    "version": 3
  }
}