Pith Number

pith:R34ZFOYV

pith:2022:R34ZFOYVSMGIOPH24JN2WIGAJY

not attested not anchored not stored refs pending

MQRetNN: Multi-Horizon Time Series Forecasting with Retrieval Augmentation

Carson Eisenach, Dhruv Madeka, Sitan Yang

arxiv:2207.10517 v2 · 2022-07-21 · cs.LG · cs.AI

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{R34ZFOYVSMGIOPH24JN2WIGAJY}

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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

Channel-wise Retrieval for Multivariate Time Series Forecasting

Receipt and verification

First computed	2026-07-05T04:55:39.806490Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8ef992bb15930c873cfae25bab20c04e0961996c4c6e74a5556e1859ce135d8e

Aliases

arxiv: 2207.10517 · arxiv_version: 2207.10517v2 · doi: 10.48550/arxiv.2207.10517 · pith_short_12: R34ZFOYVSMGI · pith_short_16: R34ZFOYVSMGIOPH2 · pith_short_8: R34ZFOYV

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/R34ZFOYVSMGIOPH24JN2WIGAJY \
  | 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: 8ef992bb15930c873cfae25bab20c04e0961996c4c6e74a5556e1859ce135d8e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d4bc50a8b47c3fe78b23c3e5e1a8c0c202b6acfaaf30a7a087c39d5bfdfba3ac",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-07-21T14:51:58Z",
    "title_canon_sha256": "16b2f4c11fc6fa0dfdf4fc6d4f7d9ce3228c88dd35253be0c0c018ac6e74cbe4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2207.10517",
    "kind": "arxiv",
    "version": 2
  }
}