Pith Number

pith:KKELCZJZ

pith:2024:KKELCZJZMQ2F33274FMXXBKNPF

not attested not anchored not stored refs pending

TimeCMA: Towards LLM-Empowered Multivariate Time Series Forecasting via Cross-Modality Alignment

Cheng Long, Chenxi Liu, Hao Miao, Lingzheng Zhang, Qianxiong Xu, Rui Zhao, Sun Yang, Ziyue Li

arxiv:2406.01638 v5 · 2024-06-03 · cs.LG · cs.AI · 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{KKELCZJZMQ2F33274FMXXBKNPF}

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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.

Cited by

3 papers in Pith

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

From Time Series Analysis to Question Answering: A Survey in the LLM Era

What if Tomorrow is the World Cup Final? Counterfactual Time Series Forecasting with Textual Conditions

Receipt and verification

First computed	2026-07-05T10:41:12.909082Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5288b1653964345def5fe1597b854d7973a91984ca01e85cb129dc1520109a69

Aliases

arxiv: 2406.01638 · arxiv_version: 2406.01638v5 · doi: 10.48550/arxiv.2406.01638 · pith_short_12: KKELCZJZMQ2F · pith_short_16: KKELCZJZMQ2F3327 · pith_short_8: KKELCZJZ

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/KKELCZJZMQ2F33274FMXXBKNPF \
  | 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: 5288b1653964345def5fe1597b854d7973a91984ca01e85cb129dc1520109a69

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "324a9b0e9d2098021f19981c9ca6a79ba5a896da6549acfc60c49eaff711c65e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-03T00:27:29Z",
    "title_canon_sha256": "afad02765863137763b4df7ea30b3f8c63d426ee3e9c6bc7ce9a536cca8d3e0a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.01638",
    "kind": "arxiv",
    "version": 5
  }
}