Pith Number

pith:U47PRETY

pith:2021:U47PRETYE6QBPTDUX5BYXWXNDH

not attested not anchored not stored refs pending

Multi-Time Attention Networks for Irregularly Sampled Time Series

Benjamin M. Marlin, Satya Narayan Shukla

arxiv:2101.10318 v2 · 2021-01-25 · cs.LG · cs.AI

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\usepackage{pith}
\pithnumber{U47PRETYE6QBPTDUX5BYXWXNDH}

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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

15 papers in Pith

LakeFM: Toward a Foundation Model for Aquatic Ecosystems Using Irregular Multivariate Multi-depth Time Series Data

TRACE: A Temporal Conditional Estimation for Multimodal Time Series Foundation Models

PAMF: Prior-Aware Multimodal Fusion for Incomplete Time Series Data

Physically-Constrained Mamba-SDE for Remaining Useful Life Prediction under Irregular Observations

Online Irregular Multivariate Time Series Forecasting via Uncertainty-Driven Dual-Expert Calibration

Receipt and verification

First computed	2026-07-05T02:46:43.959836Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a73ef8927827a017cc74bf438bdaed19c51be7c22a9cedccea883df1e245f479

Aliases

arxiv: 2101.10318 · arxiv_version: 2101.10318v2 · doi: 10.48550/arxiv.2101.10318 · pith_short_12: U47PRETYE6QB · pith_short_16: U47PRETYE6QBPTDU · pith_short_8: U47PRETY

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/U47PRETYE6QBPTDUX5BYXWXNDH \
  | 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: a73ef8927827a017cc74bf438bdaed19c51be7c22a9cedccea883df1e245f479

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6ccd449e9b45a9ed0fbc89f8b61206b2289302c0d4078f433e4c8b9e7cb16088",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-01-25T18:57:42Z",
    "title_canon_sha256": "cc210b6b9c82cbe3fbdcde81173b47bcd27b769f675c2f2b7aeccbecb9bde93a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2101.10318",
    "kind": "arxiv",
    "version": 2
  }
}