Pith Number

pith:DR34QVQT

pith:2025:DR34QVQTADDEGHK57K2SCYZA4A

not attested not anchored not stored refs pending

A Deep Learning Framework for Sequence Mining with Bidirectional LSTM and Multi-Scale Attention

Honghui Xin, Minggu Wei, Tao Yang, Yaokun Ren, Yu Cheng, Yujia Lou

arxiv:2504.15223 v1 · 2025-04-21 · 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{DR34QVQTADDEGHK57K2SCYZA4A}

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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

Artificial Intelligence-Based Multiscale Temporal Modeling for Anomaly Detection in Cloud Services

Receipt and verification

First computed	2026-07-05T10:51:57.991988Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1c77c8561300c6431d5dfab5216320e033c3de6edf7df71f1918013646b88d5d

Aliases

arxiv: 2504.15223 · arxiv_version: 2504.15223v1 · doi: 10.48550/arxiv.2504.15223 · pith_short_12: DR34QVQTADDE · pith_short_16: DR34QVQTADDEGHK5 · pith_short_8: DR34QVQT

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/DR34QVQTADDEGHK57K2SCYZA4A \
  | 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: 1c77c8561300c6431d5dfab5216320e033c3de6edf7df71f1918013646b88d5d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "070610edb592a3861d8ed7cfb328542748a12d0f1a28fbf12880e29404ca543f",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-04-21T16:53:02Z",
    "title_canon_sha256": "f7717b041ec882535cf83b50011430f2713900c22a8027fbcaeddeefc2e46298"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.15223",
    "kind": "arxiv",
    "version": 1
  }
}