Pith Number

pith:2COVN62T

pith:2021:2COVN62TOQ5BW7P4HL5HZ5KMZN

not attested not anchored not stored refs pending

Offline Contextual Bandits for Wireless Network Optimization

Aleksandar Milenovic, Alexandros Agapitos, David Lynch, Derek Farrell, Miguel Suau, Mingqi Zhou

arxiv:2111.08587 v1 · 2021-11-11 · 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{2COVN62TOQ5BW7P4HL5HZ5KMZN}

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	2026-07-05T03:32:35.571241Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d09d56fb53743a1b7dfc3afa7cf54ccb65acd8ead694e721aa1bd709fc632c79

Aliases

arxiv: 2111.08587 · arxiv_version: 2111.08587v1 · doi: 10.48550/arxiv.2111.08587 · pith_short_12: 2COVN62TOQ5B · pith_short_16: 2COVN62TOQ5BW7P4 · pith_short_8: 2COVN62T

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/2COVN62TOQ5BW7P4HL5HZ5KMZN \
  | 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: d09d56fb53743a1b7dfc3afa7cf54ccb65acd8ead694e721aa1bd709fc632c79

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "77ce2d0a406f64c0d18f57274a0ce79ddc499a597e828e07463f1c97a82e3b67",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2021-11-11T11:31:20Z",
    "title_canon_sha256": "e4e79cf1e325f24ca09db32d00f78af77b51b03232cff07d080cb26e51ce64fa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2111.08587",
    "kind": "arxiv",
    "version": 1
  }
}