Pith Number

pith:FX3QFVJD

pith:2026:FX3QFVJDBIOT74EUQOJRGLGY4H

not attested not anchored not stored refs pending

Does Normalization Choice Matter for Causal Large Time-Series Models?

Gilles Gasso, Mokhtar Z Alaya (LMAC), Samy-Melwan Vilhes

arxiv:2606.09954 v1 · 2026-06-08 · 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{FX3QFVJDBIOT74EUQOJRGLGY4H}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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.

Receipt and verification

First computed	2026-06-10T00:08:34.708110Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2df702d5230a1d3ff0948393132cd8e1e66c17605d6285f052d572ca04ef8825

Aliases

arxiv: 2606.09954 · arxiv_version: 2606.09954v1 · doi: 10.48550/arxiv.2606.09954 · pith_short_12: FX3QFVJDBIOT · pith_short_16: FX3QFVJDBIOT74EU · pith_short_8: FX3QFVJD

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/FX3QFVJDBIOT74EUQOJRGLGY4H \
  | 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: 2df702d5230a1d3ff0948393132cd8e1e66c17605d6285f052d572ca04ef8825

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "73b47b3f1fa57bc8eab9684c01737ba632b4dc6a34f4d3c9331edf5ed09ed6cd",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-08T10:51:56Z",
    "title_canon_sha256": "5a469cb1a85eb1f536e19c3f7d31c02378fdc2cbb8edd6f6e8b98bbb83cc6254"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.09954",
    "kind": "arxiv",
    "version": 1
  }
}