Pith Number

pith:RPEDAMPZ

pith:2025:RPEDAMPZQK37MC6IZ5QH2I7QHB

not attested not anchored not stored refs pending

CALM: A Framework for Continuous, Adaptive, and LLM-Mediated Anomaly Detection in Time-Series Streams

Ashok Devireddy, Shunping Huang

arxiv:2508.21273 v1 · 2025-08-29 · 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{RPEDAMPZQK37MC6IZ5QH2I7QHB}

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	2026-07-05T12:01:31.616922Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8bc83031f982b7f60bc8cf607d23f03852a32efc75377ecea3c90becd5f5b78f

Aliases

arxiv: 2508.21273 · arxiv_version: 2508.21273v1 · doi: 10.48550/arxiv.2508.21273 · pith_short_12: RPEDAMPZQK37 · pith_short_16: RPEDAMPZQK37MC6I · pith_short_8: RPEDAMPZ

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/RPEDAMPZQK37MC6IZ5QH2I7QHB \
  | 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: 8bc83031f982b7f60bc8cf607d23f03852a32efc75377ecea3c90becd5f5b78f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5a9aec1dfb9dc8a1fa457d0bb2523df23babad896cb93d6d2ce69b2343573459",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-08-29T00:27:35Z",
    "title_canon_sha256": "0eea6ecdc3ee5e45ccd6e47f23c7bb8f5a5b8b528b9fd93fdde0ff5cc87c09c3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.21273",
    "kind": "arxiv",
    "version": 1
  }
}