Pith Number

pith:OY6BHOIG

pith:2025:OY6BHOIGL42D7GEIABVBRSGCY7

not attested not anchored not stored refs pending

Human in the Loop Adaptive Optimization for Improved Time Series Forecasting

Giuseppe Paolo, Hafiz Tiomoko Ali, Hamza Cherkaoui, Malik Tiomoko, Yu Meng, Zhang Keli, Zhang Yili

arxiv:2505.15354 v2 · 2025-05-21 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OY6BHOIGL42D7GEIABVBRSGCY7}

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

1 paper in Pith

When Do Corrective Features Help? An Agent for Corrective Feature Discovery on Black-Box Forecasters

Receipt and verification

First computed	2026-06-02T02:04:47.024433Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

763c13b9065f343f9888006a18c8c2c7d2149fbc67ce81e048702da8904b3331

Aliases

arxiv: 2505.15354 · arxiv_version: 2505.15354v2 · doi: 10.48550/arxiv.2505.15354 · pith_short_12: OY6BHOIGL42D · pith_short_16: OY6BHOIGL42D7GEI · pith_short_8: OY6BHOIG

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/OY6BHOIGL42D7GEIABVBRSGCY7 \
  | 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: 763c13b9065f343f9888006a18c8c2c7d2149fbc67ce81e048702da8904b3331

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "201d73a3494c6e201306b86183fb5af586713ff1f5119d66a4c69ace6cb66b1d",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-21T10:30:02Z",
    "title_canon_sha256": "5744ad294853a9b0953f42609b1b906fddc12a64cf9eabec364cefa5f38984ad"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.15354",
    "kind": "arxiv",
    "version": 2
  }
}