Pith Number

pith:TXCGEAES

pith:2019:TXCGEAESIGUJIDDBYJDM5U3I43

not attested not anchored not stored refs pending

Bidirectional RNN-based Few-shot Training for Detecting Multi-stage Attack

Di Zhao, Endong Tong, Gang Li, Jialin Wang, Jiqiang Liu, Tong Chen, Wenjia Niu

arxiv:1905.03454 v1 · 2019-05-09 · cs.CR · cs.LG · stat.ML

Open paper page JSON Open Graph Bundle Merged state What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TXCGEAESIGUJIDDBYJDM5U3I43}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more

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	2026-05-17T23:46:39.839495Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9dc462009241a8940c61c246ced368e6c7994beb3d989ac5c0acd9eabddf88a2

Aliases

arxiv: 1905.03454 · arxiv_version: 1905.03454v1 · doi: 10.48550/arxiv.1905.03454 · pith_short_12: TXCGEAESIGUJ · pith_short_16: TXCGEAESIGUJIDDB · pith_short_8: TXCGEAES

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/TXCGEAESIGUJIDDBYJDM5U3I43 \
  | 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: 9dc462009241a8940c61c246ced368e6c7994beb3d989ac5c0acd9eabddf88a2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8ee55879fa31ff408f6b0eb6c050d62eccd3aa4fd4c4c5435f37801b2f6b0e47",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2019-05-09T06:38:12Z",
    "title_canon_sha256": "c803b5231489a3adba1c566feaf84e7a92b49a1587ab95ecdc3a2565dc157617"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1905.03454",
    "kind": "arxiv",
    "version": 1
  }
}