Pith Number

pith:PXZLOZVS

pith:2026:PXZLOZVSQGZM4KHM3XWPXRTG5R

not attested not anchored not stored refs pending

Pure Exploration for a Good Policy in Reinforcement Learning with Bandit Feedback

Wang Chi Cheung, Zitian Li

arxiv:2605.23182 v1 · 2026-05-22 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PXZLOZVSQGZM4KHM3XWPXRTG5R}

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	2026-05-25T02:01:41.969262Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7df2b766b281b2ce28ecddecfbc666ec54dafaa6575c6184539788c1fa5840f0

Aliases

arxiv: 2605.23182 · arxiv_version: 2605.23182v1 · doi: 10.48550/arxiv.2605.23182 · pith_short_12: PXZLOZVSQGZM · pith_short_16: PXZLOZVSQGZM4KHM · pith_short_8: PXZLOZVS

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/PXZLOZVSQGZM4KHM3XWPXRTG5R \
  | 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: 7df2b766b281b2ce28ecddecfbc666ec54dafaa6575c6184539788c1fa5840f0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c6dd7b419aef3573e6d690aefb2525df063a9dfd311ade1813b62fbdf6d40545",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-05-22T03:04:45Z",
    "title_canon_sha256": "a99c58a260be4eb1db5dea25919aff6df1450cbcc3cec227a770e2a0a75eb774"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.23182",
    "kind": "arxiv",
    "version": 1
  }
}