Pith Number

pith:3EWC7QLW

pith:2021:3EWC7QLWPQ7GBNQJZB4TPWTPU6

not attested not anchored not stored refs pending

Adaptive Anomaly Detection for Internet of Things in Hierarchical Edge Computing: A Contextual-Bandit Approach

Mao V. Ngo, Tie Luo, Tony Q.S. Quek

arxiv:2108.03872 v1 · 2021-08-09 · cs.LG · cs.AI · cs.DC · cs.NI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3EWC7QLWPQ7GBNQJZB4TPWTPU6}

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	2026-07-05T03:07:15.370973Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d92c2fc1767c3e60b609c87937da6fa7816adb6e4a2b2f212ada55e8c7c4d86b

Aliases

arxiv: 2108.03872 · arxiv_version: 2108.03872v1 · doi: 10.48550/arxiv.2108.03872 · pith_short_12: 3EWC7QLWPQ7G · pith_short_16: 3EWC7QLWPQ7GBNQJ · pith_short_8: 3EWC7QLW

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/3EWC7QLWPQ7GBNQJZB4TPWTPU6 \
  | 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: d92c2fc1767c3e60b609c87937da6fa7816adb6e4a2b2f212ada55e8c7c4d86b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d1408bdb5663fee7ba45542ce8c742d14aad25bf0ade1d5e4e9cb3e2ac2c302b",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC",
      "cs.NI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-08-09T08:45:47Z",
    "title_canon_sha256": "158bb0e92ea0fea80b8005aa2caef9ab6389b69a43b84a5e27d6c90e7480d6a8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2108.03872",
    "kind": "arxiv",
    "version": 1
  }
}