Pith Number

pith:3QO3L6Q4

pith:2026:3QO3L6Q4KDYAZJEVS6ARFFECSI

not attested not anchored not stored refs pending

Surprised by Attention: Predictable Query Dynamics for Time Series Anomaly Detection

Kadir-Kaan \"Ozer, Markus Enzweiler, Ren\'e Ebeling

arxiv:2603.12916 v3 · 2026-03-13 · 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{3QO3L6Q4KDYAZJEVS6ARFFECSI}

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	2026-06-01T01:02:36.956133Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dc1db5fa1c50f00ca4959781129482923a824a886143ef1efef00e8a6a3a66dc

Aliases

arxiv: 2603.12916 · arxiv_version: 2603.12916v3 · doi: 10.48550/arxiv.2603.12916 · pith_short_12: 3QO3L6Q4KDYA · pith_short_16: 3QO3L6Q4KDYAZJEV · pith_short_8: 3QO3L6Q4

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/3QO3L6Q4KDYAZJEVS6ARFFECSI \
  | 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: dc1db5fa1c50f00ca4959781129482923a824a886143ef1efef00e8a6a3a66dc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "681dfe4af0a439487c4d445743a99518637aec8ae14be86bd00d111068976208",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-03-13T11:40:51Z",
    "title_canon_sha256": "6ff7e32720fd23a6ca2d84d4b76675fbfbd09cd50c661283267fec45761fd522"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2603.12916",
    "kind": "arxiv",
    "version": 3
  }
}