Pith Number

pith:SJOW73W2

pith:2025:SJOW73W2HEFHSTSYFYVD2ADPI7

not attested not anchored not stored refs pending

TimeCAP: Learning to Contextualize, Augment, and Predict Time Series Events with Large Language Model Agents

Geon Lee, Haifeng Chen, Kijung Shin, Wei Cheng, Wenchao Yu

arxiv:2502.11418 v2 · 2025-02-17 · cs.AI · 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{SJOW73W2HEFHSTSYFYVD2ADPI7}

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.

Cited by

2 papers in Pith

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

Time Series Augmented Generation for Financial Applications

Receipt and verification

First computed	2026-07-05T10:27:25.266165Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

925d6feeda390a794e582e2a3d006f47d325035c97c7a8b2802dfdf6756af4cc

Aliases

arxiv: 2502.11418 · arxiv_version: 2502.11418v2 · doi: 10.48550/arxiv.2502.11418 · pith_short_12: SJOW73W2HEFH · pith_short_16: SJOW73W2HEFHSTSY · pith_short_8: SJOW73W2

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/SJOW73W2HEFHSTSYFYVD2ADPI7 \
  | 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: 925d6feeda390a794e582e2a3d006f47d325035c97c7a8b2802dfdf6756af4cc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d5f931e34e76afe8fe4c9f6e682f5b0f09da1c8256b12182ddddc1675dc9a38e",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-02-17T04:17:27Z",
    "title_canon_sha256": "aaf3fd1ccc788ead7c6a97d76392ba174fac607572df4b48b0efae3dd7d1a903"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.11418",
    "kind": "arxiv",
    "version": 2
  }
}