Pith Number

pith:QATIHOHZ

pith:2024:QATIHOHZLXFMXV35YUWCIW6DWD

not attested not anchored not stored refs pending

Large Language Model Guided Knowledge Distillation for Time Series Anomaly Detection

Chen Liu, Qihang Zhou, Shibo He, Shizhong Li, Wenchao Meng

arxiv:2401.15123 v1 · 2024-01-26 · 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{QATIHOHZLXFMXV35YUWCIW6DWD}

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

2 papers in Pith

From Time Series Analysis to Question Answering: A Survey in the LLM Era

Time-RA: Towards Time Series Reasoning for Anomaly Diagnosis with LLM Feedback

Receipt and verification

First computed	2026-07-05T07:38:11.795145Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

802683b8f95dcacbd77dc52c245bc3b0fec6308c9dc9ff4f0871c9854031e012

Aliases

arxiv: 2401.15123 · arxiv_version: 2401.15123v1 · doi: 10.48550/arxiv.2401.15123 · pith_short_12: QATIHOHZLXFM · pith_short_16: QATIHOHZLXFMXV35 · pith_short_8: QATIHOHZ

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/QATIHOHZLXFMXV35YUWCIW6DWD \
  | 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: 802683b8f95dcacbd77dc52c245bc3b0fec6308c9dc9ff4f0871c9854031e012

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "92ef656657a2bed42cd6f33ef01eef644c14af16bba8aa72281190bc448ff32f",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-01-26T09:51:07Z",
    "title_canon_sha256": "e45b68248df1714b167a69c70eacf37ac8ad71299a4ba5844349cc4a34384583"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.15123",
    "kind": "arxiv",
    "version": 1
  }
}