Pith Number

pith:ZBM53EDJ

pith:2023:ZBM53EDJDGQZAJ7OQFRDSTMUKW

not attested not anchored not stored refs pending

TLNets: Transformation Learning Networks for long-range time-series prediction

Hao Sun, Wei Wang, Yang Liu

arxiv:2305.15770 v1 · 2023-05-25 · 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{ZBM53EDJDGQZAJ7OQFRDSTMUKW}

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	2026-07-05T06:13:44.644370Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c859dd906919a19027ee8162394d945596d01baa6897909f0f3b22aefa50f645

Aliases

arxiv: 2305.15770 · arxiv_version: 2305.15770v1 · doi: 10.48550/arxiv.2305.15770 · pith_short_12: ZBM53EDJDGQZ · pith_short_16: ZBM53EDJDGQZAJ7O · pith_short_8: ZBM53EDJ

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/ZBM53EDJDGQZAJ7OQFRDSTMUKW \
  | 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: c859dd906919a19027ee8162394d945596d01baa6897909f0f3b22aefa50f645

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "580f4d9e6144d39e857bc33acf37d5ef81af9b2a80185e8e1679297946fe7bc2",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-05-25T06:27:45Z",
    "title_canon_sha256": "8b6ced615ea4171d47b932356e7e9bf8518ddeddaa45973ed6133e68c087716e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.15770",
    "kind": "arxiv",
    "version": 1
  }
}