Pith Number

pith:FTWKPRO7

pith:2025:FTWKPRO7NYSJSJFAT3267NTKTW

not attested not anchored not stored refs pending

Time-Series Learning for Proactive Fault Prediction in Distributed Systems with Deep Neural Structures

Chang Liu, Heyi Wang, Qiyuan Wu, Wenxuan Zhu, Xuehui Quan, Yang Wang

arxiv:2505.20705 v1 · 2025-05-27 · cs.DC · 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{FTWKPRO7NYSJSJFAT3267NTKTW}

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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

1 paper in Pith

Graph Neural Network and Transformer Integration for Unsupervised System Anomaly Discovery

Receipt and verification

First computed	2026-07-05T11:10:17.214016Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2ceca7c5df6e249924a09ef5efb66a9da286c059000538624cfd7f58be32db64

Aliases

arxiv: 2505.20705 · arxiv_version: 2505.20705v1 · doi: 10.48550/arxiv.2505.20705 · pith_short_12: FTWKPRO7NYSJ · pith_short_16: FTWKPRO7NYSJSJFA · pith_short_8: FTWKPRO7

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/FTWKPRO7NYSJSJFAT3267NTKTW \
  | 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: 2ceca7c5df6e249924a09ef5efb66a9da286c059000538624cfd7f58be32db64

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b8fb2e11c654f72423348a08dc4611ea69925e3602fd89902daa32e49b9dacc6",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2025-05-27T04:31:12Z",
    "title_canon_sha256": "3291ca39e95f7872dce4d0577bb760f12d6f15a7edc08a2e142caff00dffdfef"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.20705",
    "kind": "arxiv",
    "version": 1
  }
}