Pith Number

pith:KK6HVQZ4

pith:2023:KK6HVQZ4G3GJSBRRGHKWMVEIO7

not attested not anchored not stored refs pending

Towards a Pretrained Model for Restless Bandits via Multi-arm Generalization

Aparna Taneja, Dheeraj Nagaraj, Edward Hughes, Edwin Zhang, Karl Tuyls, Milind Tambe, Nikhil Behari, Yunfan Zhao

arxiv:2310.14526 v3 · 2023-10-23 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KK6HVQZ4G3GJSBRRGHKWMVEIO7}

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

Decisions and Deployment: The Five-Year SAHELI Project (2020-2025) on Restless Multi-Armed Bandits for Improving Maternal and Child Health

Receipt and verification

First computed	2026-07-05T07:38:52.989727Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

52bc7ac33c36cc99063131d566548877c5782f857923614952787e6f10b9ec1f

Aliases

arxiv: 2310.14526 · arxiv_version: 2310.14526v3 · doi: 10.48550/arxiv.2310.14526 · pith_short_12: KK6HVQZ4G3GJ · pith_short_16: KK6HVQZ4G3GJSBRR · pith_short_8: KK6HVQZ4

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/KK6HVQZ4G3GJSBRRGHKWMVEIO7 \
  | 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: 52bc7ac33c36cc99063131d566548877c5782f857923614952787e6f10b9ec1f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "57f5ebcecffc48adec6081488befca25da88193296bee0c00ad19c2dcefc011a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-23T03:16:32Z",
    "title_canon_sha256": "7d039e34d8fd2559a0863d82d94224511d0d5b2cf10f533d98f408970e2be237"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.14526",
    "kind": "arxiv",
    "version": 3
  }
}