Pith Number

pith:QMUXTXBZ

pith:2024:QMUXTXBZZNAG7FLOKDPXLGWSRT

not attested not anchored not stored refs pending

Metadata Matters for Time Series: Informative Forecasting with Transformers

Haixu Wu, Jianmin Wang, Jiaxiang Dong, Li Zhang, Mingsheng Long, Yuxuan Wang

arxiv:2410.03806 v1 · 2024-10-04 · cs.LG · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QMUXTXBZZNAG7FLOKDPXLGWSRT}

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	2026-07-05T09:16:25.103353Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

832979dc39cb406f956e50df759ad28cd85d686606c17c36f653f6da5a4b3dae

Aliases

arxiv: 2410.03806 · arxiv_version: 2410.03806v1 · doi: 10.48550/arxiv.2410.03806 · pith_short_12: QMUXTXBZZNAG · pith_short_16: QMUXTXBZZNAG7FLO · pith_short_8: QMUXTXBZ

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/QMUXTXBZZNAG7FLOKDPXLGWSRT \
  | 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: 832979dc39cb406f956e50df759ad28cd85d686606c17c36f653f6da5a4b3dae

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "67ee55f771f85ad3199c9143adbcacb44fdeaae3d7a70f127aa9ca9cbfb21011",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-04T11:37:55Z",
    "title_canon_sha256": "b1872f20e967b4a84ce440f2194e39508e2d52460e428af5dddf063dfe2ac80d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.03806",
    "kind": "arxiv",
    "version": 1
  }
}