Pith Number

pith:5EAM7NMC

pith:2025:5EAM7NMCRFD5NVEUEGVNPT5LDI

not attested not anchored not stored refs pending

MAP4TS: A Multi-Aspect Prompting Framework for Time-Series Forecasting with Large Language Models

Bong-Gyu Jang, HwanJo Yu, Jihoon Choi, Minseok Song, Sohyeon Lee, Soyeon Caren Han, Suchan Lee

arxiv:2510.23090 v2 · 2025-10-27 · 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{5EAM7NMCRFD5NVEUEGVNPT5LDI}

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	2026-05-22T01:03:48.835306Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e900cfb5828947d6d49421aad7cfab1a178abdea496cbec5fd8b16716b07fc97

Aliases

arxiv: 2510.23090 · arxiv_version: 2510.23090v2 · doi: 10.48550/arxiv.2510.23090 · pith_short_12: 5EAM7NMCRFD5 · pith_short_16: 5EAM7NMCRFD5NVEU · pith_short_8: 5EAM7NMC

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/5EAM7NMCRFD5NVEUEGVNPT5LDI \
  | 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: e900cfb5828947d6d49421aad7cfab1a178abdea496cbec5fd8b16716b07fc97

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "88704b7b456b6ca2ae6fc124f95e112d4faedde1ad9dbe074edf2de5b321338d",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-10-27T07:51:54Z",
    "title_canon_sha256": "0a8a6816a4c36f66379bc725ba3c4beeb68a8fc333e589f9eb789d2eb21ef245"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.23090",
    "kind": "arxiv",
    "version": 2
  }
}