Pith Number

pith:GRMAMZJI

pith:2025:GRMAMZJIT2UAJIY4QRTTA5TKJU

not attested not anchored not stored refs pending

Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation

HyunGi Kim, Jisoo Mok, Siwon Kim, Sungroh Yoon

arxiv:2501.04970 v1 · 2025-01-09 · 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{GRMAMZJIT2UAJIY4QRTTA5TKJU}

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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

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

Receipt and verification

First computed	2026-07-05T09:58:49.337212Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

34580665289ea804a31c846730766a4d2e30d7e75df296e238f8d5a868fb34d6

Aliases

arxiv: 2501.04970 · arxiv_version: 2501.04970v1 · doi: 10.48550/arxiv.2501.04970 · pith_short_12: GRMAMZJIT2UA · pith_short_16: GRMAMZJIT2UAJIY4 · pith_short_8: GRMAMZJI

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/GRMAMZJIT2UAJIY4QRTTA5TKJU \
  | 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: 34580665289ea804a31c846730766a4d2e30d7e75df296e238f8d5a868fb34d6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0791a6f725bec92ba5b1f62dc1c936e5bf0d56761889ee5cf2d428440c1ac89c",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-09T04:59:15Z",
    "title_canon_sha256": "7d6e7893789f7532619687f5f980f2ceabbadf2bbc40e8b382a1125f4fe87724"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.04970",
    "kind": "arxiv",
    "version": 1
  }
}