Pith Number

pith:BO2KGRNC

pith:2025:BO2KGRNCAZ6JJEBPN7NWTFD5P3

not attested not anchored not stored refs pending

Multilinguality in LLM-Designed Reward Functions for Restless Bandits: Effects on Task Performance and Fairness

Ambreesh Parthasarathy, Aparna Taneja, Balaraman Ravindran, Chandrasekar Subramanian, Ganesh Senrayan, Milind Tambe, Shreyash Adappanavar

arxiv:2501.13120 v1 · 2025-01-20 · cs.CL · cs.AI · cs.LG · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BO2KGRNCAZ6JJEBPN7NWTFD5P3}

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	2026-07-05T10:04:23.626217Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0bb4a345a2067c94902f6fdb69947d7eeb85c7d3b549c7688da0e0dcbcd4c6d9

Aliases

arxiv: 2501.13120 · arxiv_version: 2501.13120v1 · doi: 10.48550/arxiv.2501.13120 · pith_short_12: BO2KGRNCAZ6J · pith_short_16: BO2KGRNCAZ6JJEBP · pith_short_8: BO2KGRNC

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/BO2KGRNCAZ6JJEBPN7NWTFD5P3 \
  | 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: 0bb4a345a2067c94902f6fdb69947d7eeb85c7d3b549c7688da0e0dcbcd4c6d9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9b8c634f22c52e8f5e7d1fe0fe42f4a8e69c14de9bf7bf451d9077092bd5df62",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-01-20T18:14:37Z",
    "title_canon_sha256": "d26337c665f3d4224460098a444823651686efa3befa669e7e5bc521f9040956"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.13120",
    "kind": "arxiv",
    "version": 1
  }
}