Pith Number

pith:ZWPFWBGM

pith:2021:ZWPFWBGMZC57FEUXXJKWCN5M5P

not attested not anchored not stored refs pending

Do We Really Need Deep Learning Models for Time Series Forecasting?

Ahmed Rashed, Daniela Thyssens, Hadi Samer Jomaa, Lars Schmidt-Thieme, Shereen Elsayed

arxiv:2101.02118 v2 · 2021-01-06 · cs.LG · 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{ZWPFWBGMZC57FEUXXJKWCN5M5P}

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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

A renormalization-group inspired lattice-based framework for piecewise generalized linear models

Receipt and verification

First computed	2026-07-05T03:24:08.067056Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cd9e5b04ccc8bbf29297ba556137acebd1d63bff52ab43428e433d097c79a461

Aliases

arxiv: 2101.02118 · arxiv_version: 2101.02118v2 · doi: 10.48550/arxiv.2101.02118 · pith_short_12: ZWPFWBGMZC57 · pith_short_16: ZWPFWBGMZC57FEUX · pith_short_8: ZWPFWBGM

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/ZWPFWBGMZC57FEUXXJKWCN5M5P \
  | 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: cd9e5b04ccc8bbf29297ba556137acebd1d63bff52ab43428e433d097c79a461

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3e5c9298801cfafea1cf25efdb9103ac795cfd94c0152222d0c8e5299a29ca22",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-01-06T16:18:04Z",
    "title_canon_sha256": "b5056c5d659d0950b6b5bbe8fc9884c9e27fac5acd91b4bf3a5bea0664c46b5b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2101.02118",
    "kind": "arxiv",
    "version": 2
  }
}