Pith Number

pith:UELCCRBY

pith:2023:UELCCRBY52A2AENGDP33FH7B4C

not attested not anchored not stored refs pending

Pushing the Limits of Pre-training for Time Series Forecasting in the CloudOps Domain

Akshat Kumar, Chenghao Liu, Doyen Sahoo, Gerald Woo

arxiv:2310.05063 v3 · 2023-10-08 · cs.LG

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\usepackage{pith}
\pithnumber{UELCCRBY52A2AENGDP33FH7B4C}

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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

5 papers in Pith

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

CloudCons: A Comprehensive End-to-End Benchmark for Cloud Resource Consolidation

REGEN: Reference-Guided Synthetic Multivariate Time Series Generation for Forecasting

Feature to Dynamics: Feature-space to Autoregression strategy for Zero-shot Time Series Forecasting

Out-of-Distribution Generalization in Time Series: A Survey

Receipt and verification

First computed	2026-07-05T07:20:11.440717Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a116214438ee81a011a61bf7b29fe1e0900142c2fbf082b93e97f5a3971591d6

Aliases

arxiv: 2310.05063 · arxiv_version: 2310.05063v3 · doi: 10.48550/arxiv.2310.05063 · pith_short_12: UELCCRBY52A2 · pith_short_16: UELCCRBY52A2AENG · pith_short_8: UELCCRBY

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/UELCCRBY52A2AENGDP33FH7B4C \
  | 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: a116214438ee81a011a61bf7b29fe1e0900142c2fbf082b93e97f5a3971591d6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ca3a1489eed3efb0f8f61b962b5aa63a611c285da1d6de14fea60adb89f067e7",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-08T08:09:51Z",
    "title_canon_sha256": "188fe67bfe2cf7be8cb0b1c1075ad009e0cbd287e64b802557f83cfdb41ede5d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.05063",
    "kind": "arxiv",
    "version": 3
  }
}