Pith Number

pith:3NNUU2KE

pith:2025:3NNUU2KE6KAAOQ3VBJN2WOLEYV

not attested not anchored not stored refs pending

Offline Learning for Combinatorial Multi-armed Bandits

Carlee Joe-Wong, Jinhang Zuo, John C.S. Lui, Siwei Wang, Wei Chen, Xiangxiang Dai, Xutong Liu

arxiv:2501.19300 v2 · 2025-01-31 · 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{3NNUU2KE6KAAOQ3VBJN2WOLEYV}

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

Continuous Semantic Caching for Low-Cost LLM Serving

Receipt and verification

First computed	2026-07-05T11:11:40.251656Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

db5b4a6944f2800743750a5bab3964c57816917879a26e0e6653301267209760

Aliases

arxiv: 2501.19300 · arxiv_version: 2501.19300v2 · doi: 10.48550/arxiv.2501.19300 · pith_short_12: 3NNUU2KE6KAA · pith_short_16: 3NNUU2KE6KAAOQ3V · pith_short_8: 3NNUU2KE

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/3NNUU2KE6KAAOQ3VBJN2WOLEYV \
  | 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: db5b4a6944f2800743750a5bab3964c57816917879a26e0e6653301267209760

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7c9fd41aee8af27bd8129eaeca723428f180c341a7abb314ed4b4856fdbb2b7a",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-31T16:56:18Z",
    "title_canon_sha256": "fd8c9b4c63eed82556ca121033651c0d57bb607d1adb968820dee8d29916aeb9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.19300",
    "kind": "arxiv",
    "version": 2
  }
}