Pith Number

pith:KC7S72DA

pith:2023:KC7S72DAQ224ONJWQHGEJOEBL4

not attested not anchored not stored refs pending

Reinforcement Learning from Statistical Feedback: the Journey from AB Testing to ANT Testing

Feiyang Han, Yanxing Qi, Yimin Wei, Zhaofeng Liu

arxiv:2311.14766 v1 · 2023-11-24 · cs.LG · math.ST · stat.ME · stat.TH

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KC7S72DAQ224ONJWQHGEJOEBL4}

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	2026-07-05T07:16:52.322258Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

50bf2fe86086b5c7353681cc44b8815f0281a0cf77b581689329c04e58c3f60d

Aliases

arxiv: 2311.14766 · arxiv_version: 2311.14766v1 · doi: 10.48550/arxiv.2311.14766 · pith_short_12: KC7S72DAQ224 · pith_short_16: KC7S72DAQ224ONJW · pith_short_8: KC7S72DA

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/KC7S72DAQ224ONJWQHGEJOEBL4 \
  | 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: 50bf2fe86086b5c7353681cc44b8815f0281a0cf77b581689329c04e58c3f60d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "734753553cf5cdfbb6d475927832c24467ba2a43393e66a852dba8f09b6330f2",
    "cross_cats_sorted": [
      "math.ST",
      "stat.ME",
      "stat.TH"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-24T07:50:52Z",
    "title_canon_sha256": "d73d99ff89f1e898c20e5433f2315e5e6ac0a22af07abf7dde83fab82d870546"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.14766",
    "kind": "arxiv",
    "version": 1
  }
}