Pith Number

pith:5T2FHFBQ

pith:2025:5T2FHFBQVJL3LWRCF5ZSFCS25R

not attested not anchored not stored refs pending

A Multi-scale Representation Learning Framework for Long-Term Time Series Forecasting

Boshi Gao, Fanbo Ju, Qingjian Ni, Yu Chen, Ziqi Zhao

arxiv:2505.08199 v2 · 2025-05-13 · 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{5T2FHFBQVJL3LWRCF5ZSFCS25R}

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	2026-07-05T11:04:00.719189Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ecf4539430aa57b5da222f73228a5aec514ec7dbb4ee6287f8933c4f95319465

Aliases

arxiv: 2505.08199 · arxiv_version: 2505.08199v2 · doi: 10.48550/arxiv.2505.08199 · pith_short_12: 5T2FHFBQVJL3 · pith_short_16: 5T2FHFBQVJL3LWRC · pith_short_8: 5T2FHFBQ

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/5T2FHFBQVJL3LWRCF5ZSFCS25R \
  | 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: ecf4539430aa57b5da222f73228a5aec514ec7dbb4ee6287f8933c4f95319465

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "796f627723be3d66201a6542d22bc46eb890591d47268f53cc0fe9cd3160b7a7",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-13T03:26:44Z",
    "title_canon_sha256": "8887143ede0e311f4844222cbf319892141fa2ff51b11b1df77ba90e5b492895"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.08199",
    "kind": "arxiv",
    "version": 2
  }
}