Pith Number

pith:HZR37Z7U

pith:2025:HZR37Z7UN2XYNDRNFHG3RSCEIO

not attested not anchored not stored refs pending

Accurate Parameter-Efficient Test-Time Adaptation for Time Series Forecasting

Gabriel L. Oliveira, Heitor R. Medeiros, Hossein Sharifi-Noghabi, Saghar Irandoust

arxiv:2506.23424 v1 · 2025-06-29 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HZR37Z7UN2XYNDRNFHG3RSCEIO}

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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

2 papers in Pith

Adapt Only When It Pays: Budgeted Decision-Loss Priority for Delayed Online Time-Series Adaptation

STEPS: A Temporal Smooth Error Propagation Solver on the Manifolds for Test-Time Adaptation in Time Series Forecasting

Receipt and verification

First computed	2026-07-05T11:29:21.429857Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3e63bfe7f46eaf868e2d29cdb8c84443897ddd5200ee9971b3b5fc0980e34fee

Aliases

arxiv: 2506.23424 · arxiv_version: 2506.23424v1 · doi: 10.48550/arxiv.2506.23424 · pith_short_12: HZR37Z7UN2XY · pith_short_16: HZR37Z7UN2XYNDRN · pith_short_8: HZR37Z7U

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/HZR37Z7UN2XYNDRNFHG3RSCEIO \
  | 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: 3e63bfe7f46eaf868e2d29cdb8c84443897ddd5200ee9971b3b5fc0980e34fee

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0c07b687188fec48316409f62cf21db119fd1346119cd93d0fa92622a99da14c",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-29T23:09:35Z",
    "title_canon_sha256": "357d40eecf8e23c12a2c899d897979b7e5b5a5ea914b220be0a3c5320d375370"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.23424",
    "kind": "arxiv",
    "version": 1
  }
}