Pith Number

pith:FD2LBPA6

pith:2025:FD2LBPA65WNCFBXVPX255KFWNR

not attested not anchored not stored refs pending

A Survey of Reasoning and Agentic Systems in Time Series with Large Language Models

Ching Chang, Defu Cao, Haixin Wang, Jeehyun Hwang, Jiacheng Pang, Tien-Fu Chen, Wei Wang, Wei Yang, Wen-Chih Peng, Yan Liu, Yidan Shi

arxiv:2509.11575 v3 · 2025-09-15 · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FD2LBPA65WNCFBXVPX255KFWNR}

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

3 papers in Pith

"Someone Hid It": Query-Agnostic Black-Box Attacks on LLM-Based Retrieval

TimeMM: Time-as-Operator Spectral Filtering for Dynamic Multimodal Recommendation

Verify Before You Commit: Towards Faithful Reasoning in LLM Agents via Self-Auditing

Receipt and verification

First computed	2026-06-11T01:09:17.286922Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

28f4b0bc1eed9a2286f57df5dea8b66c6478bc841e04791a6be9cdf7620f04c9

Aliases

arxiv: 2509.11575 · arxiv_version: 2509.11575v3 · doi: 10.48550/arxiv.2509.11575 · pith_short_12: FD2LBPA65WNC · pith_short_16: FD2LBPA65WNCFBXV · pith_short_8: FD2LBPA6

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/FD2LBPA65WNCFBXVPX255KFWNR \
  | 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: 28f4b0bc1eed9a2286f57df5dea8b66c6478bc841e04791a6be9cdf7620f04c9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b13145dd36ea7422b049e2626697986c6e07f7d62ddbe8ae6bf0d5d46888940a",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-09-15T04:39:50Z",
    "title_canon_sha256": "20f907aed5b2829697385fbaaefd3c10a6df82f0b004828615c6a86990574cbc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.11575",
    "kind": "arxiv",
    "version": 3
  }
}