Pith Number

pith:ZVBX4I2I

pith:2016:ZVBX4I2IY7NDFW3PZVOKH7XT44

not attested not anchored not stored refs pending

LSTM-based Encoder-Decoder for Multi-sensor Anomaly Detection

Anusha Ramakrishnan, Gaurangi Anand, Gautam Shroff, Lovekesh Vig, Pankaj Malhotra, Puneet Agarwal

arxiv:1607.00148 v2 · 2016-07-01 · cs.AI · cs.LG · stat.ML

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

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

4 papers in Pith

Unsupervised Detection of Spatiotemporal Anomalies in PMU Data Using Transformer-Based BiGAN

Detecting Time Series Anomalies Like an Expert: A Multi-Agent LLM Framework with Specialized Analyzers

PhaseNet++: Phase-Aware Frequency-Domain Anomaly Detection for Industrial Control Systems via Phase Coherence Graphs

Causally-Constrained Probabilistic Forecasting for Time-Series Anomaly Detection

Receipt and verification

First computed	2026-05-18T01:11:16.986507Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cd437e2348c7da32db6fcd5ca3fef3e706d8402a7983e1cf43f011f3a716f039

Aliases

arxiv: 1607.00148 · arxiv_version: 1607.00148v2 · doi: 10.48550/arxiv.1607.00148 · pith_short_12: ZVBX4I2IY7ND · pith_short_16: ZVBX4I2IY7NDFW3P · pith_short_8: ZVBX4I2I

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/ZVBX4I2IY7NDFW3PZVOKH7XT44 \
  | 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: cd437e2348c7da32db6fcd5ca3fef3e706d8402a7983e1cf43f011f3a716f039

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3669fbd6e9ba81ae887f2ac8f6d608d9a07bdba02f961393c9a19bccf2f2fee6",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2016-07-01T08:25:48Z",
    "title_canon_sha256": "9172be950abc00f03af39427fc4b8ef678f2d90074b63224c45e0763e79590a5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1607.00148",
    "kind": "arxiv",
    "version": 2
  }
}