Pith Number

pith:YWUHLMFW

pith:2024:YWUHLMFWH64G4PQJ5G2OTQSJUN

not attested not anchored not stored refs pending

tsGT: Stochastic Time Series Modeling With Transformer

{\L}ukasz Kaiser, {\L}ukasz Kuci\'nski, {\L}ukasz Maziarka, Marta Emilia Nowakowska, Mateusz Olko, Piotr Kozakowski, Piotr Mi{\l}o\'s, Witold Drzewakowski

arxiv:2403.05713 v3 · 2024-03-08 · 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{YWUHLMFWH64G4PQJ5G2OTQSJUN}

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	2026-07-05T08:03:49.739451Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c5a875b0b63fb86e3e09e9b4e9c249a3468dfe74c6350d493444cf32caf3def7

Aliases

arxiv: 2403.05713 · arxiv_version: 2403.05713v3 · doi: 10.48550/arxiv.2403.05713 · pith_short_12: YWUHLMFWH64G · pith_short_16: YWUHLMFWH64G4PQJ · pith_short_8: YWUHLMFW

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/YWUHLMFWH64G4PQJ5G2OTQSJUN \
  | 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: c5a875b0b63fb86e3e09e9b4e9c249a3468dfe74c6350d493444cf32caf3def7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "72edbefa21fa0df224f0294c1cc83d0cc9a41981c449af4885efceb2271b7203",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-03-08T22:59:41Z",
    "title_canon_sha256": "1ed30ab4925bcafb71e3e9bad5bfb0f25fa50e4971902993dc42596de04b9dfe"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.05713",
    "kind": "arxiv",
    "version": 3
  }
}