Pith Number

pith:43A67ZYO

pith:2023:43A67ZYOJ5V4RHRI6OMMDGVJBW

not attested not anchored not stored refs pending

Large Language Models Are Zero-Shot Time Series Forecasters

Andrew Gordon Wilson, Marc Finzi, Nate Gruver, Shikai Qiu

arxiv:2310.07820 v3 · 2023-10-11 · cs.LG

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\usepackage{pith}
\pithnumber{43A67ZYOJ5V4RHRI6OMMDGVJBW}

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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

13 papers in Pith

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

WorldReasoner: Evaluating Whether Language Model Agents Forecast Events with Valid Reasoning

ReflectiChain: Epistemic Grounding in LLM-Driven World Models for Supply Chain Resilience

GITCO: Gated Inference-Time Context Optimization in TSFMs

E4GEN: Event-level Explainable Extreme-Enhanced Time-series Generation

Receipt and verification

First computed	2026-07-05T08:54:04.437023Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e6c1efe70e4f6bc89e28f398c19aa90db6468aae810e82bd5c7a32c96f8291c5

Aliases

arxiv: 2310.07820 · arxiv_version: 2310.07820v3 · doi: 10.48550/arxiv.2310.07820 · pith_short_12: 43A67ZYOJ5V4 · pith_short_16: 43A67ZYOJ5V4RHRI · pith_short_8: 43A67ZYO

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/43A67ZYOJ5V4RHRI6OMMDGVJBW \
  | 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: e6c1efe70e4f6bc89e28f398c19aa90db6468aae810e82bd5c7a32c96f8291c5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7ac9cb655e725e903716318cd5f911fba42f42b2486fc0656aa349a350e9ff38",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-11T19:01:28Z",
    "title_canon_sha256": "302ed2f8c7bb71da2ead629758897bc8cdb36fef3b33666dbbb1523013a429e0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.07820",
    "kind": "arxiv",
    "version": 3
  }
}