Pith Number

pith:WTNLGZXK

pith:2024:WTNLGZXK23HWHQOP3BX6OSPOQ3

not attested not anchored not stored refs pending

AutoTimes: Autoregressive Time Series Forecasters via Large Language Models

Guo Qin, Jianmin Wang, Mingsheng Long, Xiangdong Huang, Yong Liu

arxiv:2402.02370 v4 · 2024-02-04 · cs.LG · cs.CL

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\usepackage{pith}
\pithnumber{WTNLGZXK23HWHQOP3BX6OSPOQ3}

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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

6 papers in Pith

LLM-Guided Task-Semantic Field Factorization for Industrial Process Forecasting

LLM-Guided Measurement Credibility Correction for Trustworthy Industrial Process Inference

Zeus: Towards Tuning-Free Foundation Model for Time Series Analysis

Once-for-All: Scalable Simultaneous Forecasting via Equilibrium State Estimation

Deep Time Series Models: A Comprehensive Survey and Benchmark

Receipt and verification

First computed	2026-07-05T09:28:47.445496Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b4dab366ead6cf63c1cfd86fe749ee86f1a95660872c2178eb8f6867ae00530c

Aliases

arxiv: 2402.02370 · arxiv_version: 2402.02370v4 · doi: 10.48550/arxiv.2402.02370 · pith_short_12: WTNLGZXK23HW · pith_short_16: WTNLGZXK23HWHQOP · pith_short_8: WTNLGZXK

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/WTNLGZXK23HWHQOP3BX6OSPOQ3 \
  | 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: b4dab366ead6cf63c1cfd86fe749ee86f1a95660872c2178eb8f6867ae00530c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "49964cd545d7b2440603b7a8329a2a969b41eb3af311684fe4600428374de020",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-04T06:59:21Z",
    "title_canon_sha256": "90ad3a9da0edfb2cc0ca0900e99cc240a97be1f8ec979405ca89da7be0bc66c3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.02370",
    "kind": "arxiv",
    "version": 4
  }
}