Pith Number

pith:GD5YRJIT

pith:2025:GD5YRJITOSZEUZXWZFY5N765ZR

not attested not anchored not stored refs pending

Enhancing Transformer-Based Foundation Models for Time Series Forecasting via Bagging, Boosting and Statistical Ensembles

Dhruv D. Modi, Rong Pan

arxiv:2508.16641 v1 · 2025-08-18 · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{GD5YRJITOSZEUZXWZFY5N765ZR}

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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

ReNF: Rethinking the Design of Neural Long-Term Time Series Forecasters

Receipt and verification

First computed	2026-07-05T11:58:00.616522Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

30fb88a51374b24a66f6c971d6ffddcc7c1aaabb5ab48e6a44cacaba75d0bee7

Aliases

arxiv: 2508.16641 · arxiv_version: 2508.16641v1 · doi: 10.48550/arxiv.2508.16641 · pith_short_12: GD5YRJITOSZE · pith_short_16: GD5YRJITOSZEUZXW · pith_short_8: GD5YRJIT

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/GD5YRJITOSZEUZXWZFY5N765ZR \
  | 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: 30fb88a51374b24a66f6c971d6ffddcc7c1aaabb5ab48e6a44cacaba75d0bee7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d27b87998f5324e9694b3c6ba8c3b76f11519e433fe6f7b4a841e7b189ef498a",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-08-18T04:06:26Z",
    "title_canon_sha256": "4b5f0340372a0af582770bf2fb1bc189c7f5fb164ef54af6c2036b63b5c04c19"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.16641",
    "kind": "arxiv",
    "version": 1
  }
}