Pith Number

pith:LF2BBRZX

pith:2022:LF2BBRZXAIEKNTK7Y4SM33YMP5

not attested not anchored not stored refs pending

Towards Soft Fairness in Restless Multi-Armed Bandits

Dexun Li, Pradeep Varakantham

arxiv:2207.13343 v1 · 2022-07-27 · cs.LG · cs.AI · cs.CY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LF2BBRZXAIEKNTK7Y4SM33YMP5}

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

Fair Resource Allocation in Weakly Coupled Markov Decision Processes

Receipt and verification

First computed	2026-07-05T04:44:05.912768Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

597410c7370208a6cd5fc724cdef0c7f51b8ebd496119ac8195422b38d4e2670

Aliases

arxiv: 2207.13343 · arxiv_version: 2207.13343v1 · doi: 10.48550/arxiv.2207.13343 · pith_short_12: LF2BBRZXAIEK · pith_short_16: LF2BBRZXAIEKNTK7 · pith_short_8: LF2BBRZX

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/LF2BBRZXAIEKNTK7Y4SM33YMP5 \
  | 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: 597410c7370208a6cd5fc724cdef0c7f51b8ebd496119ac8195422b38d4e2670

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "13528922e51bfc06d8fe2df44f665d6dd1e61d22278e846ecddc710354ce2a25",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-07-27T07:56:32Z",
    "title_canon_sha256": "1623796969fba465acd4622b34d7f5dbb2d406fa40c9295885a19b39ba263175"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2207.13343",
    "kind": "arxiv",
    "version": 1
  }
}