Pith Number

pith:ESU3DLB6

pith:2021:ESU3DLB6RMJD5PR2JD3IZUJ26X

not attested not anchored not stored refs pending

Systematic Generalization in Neural Networks-based Multivariate Time Series Forecasting Models

Gantavya Bhatt, Hritik Bansal, Pankaj Malhotra, Prathosh A.P

arxiv:2102.05602 v2 · 2021-02-10 · cs.LG · cs.AI · cs.RO · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ESU3DLB6RMJD5PR2JD3IZUJ26X}

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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.

Receipt and verification

First computed	2026-07-05T02:21:01.001546Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

24a9b1ac3e8b123ebe3a48f68cd13af5c6d0cc73ca0de0c4a876d0b3d9e58dde

Aliases

arxiv: 2102.05602 · arxiv_version: 2102.05602v2 · doi: 10.48550/arxiv.2102.05602 · pith_short_12: ESU3DLB6RMJD · pith_short_16: ESU3DLB6RMJD5PR2 · pith_short_8: ESU3DLB6

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/ESU3DLB6RMJD5PR2JD3IZUJ26X \
  | 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: 24a9b1ac3e8b123ebe3a48f68cd13af5c6d0cc73ca0de0c4a876d0b3d9e58dde

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4b721c62bc7222c45774263bcaf13462c04b3eeb46567f0a611ec7bd97da8934",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.RO",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-02-10T18:00:45Z",
    "title_canon_sha256": "a00ead1dafbae29955136b590728458534d5a413a3abbca02c607947d609616f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2102.05602",
    "kind": "arxiv",
    "version": 2
  }
}