Pith Number

pith:MIKVYMNS

pith:2023:MIKVYMNSIUQFHR2MYDZUXJDRRN

not attested not anchored not stored refs pending

A Systematic Review for Transformer-based Long-term Series Forecasting

Bingding Huang, Heng Zhao, Liyilei Su, Rui Li, Xin Wang, Xumin Zuo

arxiv:2310.20218 v1 · 2023-10-31 · 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{MIKVYMNSIUQFHR2MYDZUXJDRRN}

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	2026-07-05T07:07:25.882391Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

62155c31b2452053c74cc0f34ba4718b6ac318709543fc7ef2b2305fd64d6d6e

Aliases

arxiv: 2310.20218 · arxiv_version: 2310.20218v1 · doi: 10.48550/arxiv.2310.20218 · pith_short_12: MIKVYMNSIUQF · pith_short_16: MIKVYMNSIUQFHR2M · pith_short_8: MIKVYMNS

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/MIKVYMNSIUQFHR2MYDZUXJDRRN \
  | 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: 62155c31b2452053c74cc0f34ba4718b6ac318709543fc7ef2b2305fd64d6d6e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bfae0b8b757c3c0d66588933578b810502db42ce5eab29c6284cc37975887e26",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-31T06:37:51Z",
    "title_canon_sha256": "439b1e42dbb8d6ac6ec7d476c1254101e090b42415fb3c56c63b1b10f16c4592"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.20218",
    "kind": "arxiv",
    "version": 1
  }
}