Pith Number

pith:XM7LYBKP

pith:2024:XM7LYBKPESRRDCOV2DVNWJKAN7

not attested not anchored not stored refs pending

UnitNorm: Rethinking Normalization for Transformers in Time Series

Christian K\"ummerle, Nan Huang, Xiang Zhang

arxiv:2405.15903 v1 · 2024-05-24 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XM7LYBKPESRRDCOV2DVNWJKAN7}

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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

TOKON: TOKenization-Optimized Normalization for time series analysis with a large language model

Receipt and verification

First computed	2026-07-05T08:22:58.224640Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bb3ebc054f24a31189d5d0eadb25406fcf5da0c04cdc0ab6e56d6628fc92a009

Aliases

arxiv: 2405.15903 · arxiv_version: 2405.15903v1 · doi: 10.48550/arxiv.2405.15903 · pith_short_12: XM7LYBKPESRR · pith_short_16: XM7LYBKPESRRDCOV · pith_short_8: XM7LYBKP

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/XM7LYBKPESRRDCOV2DVNWJKAN7 \
  | 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: bb3ebc054f24a31189d5d0eadb25406fcf5da0c04cdc0ab6e56d6628fc92a009

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "44571f673a3da7bc933525e064ccc33c7c083c30f49dbddb8350e3cc4186e1b5",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-24T19:58:25Z",
    "title_canon_sha256": "c2876133dd20010293fe048789067ef9cde4d41d8bbcf24401fecabe43d23d5d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.15903",
    "kind": "arxiv",
    "version": 1
  }
}