Pith Number

pith:ABR4IBQ7

pith:2024:ABR4IBQ7ESWB4QZFCIDO66DF6Q

not attested not anchored not stored refs pending

Smart Predict-then-Optimize Method with Dependent Data: Risk Bounds and Calibration of Autoregression

Chongrong Fang, Jianping He, Jixian Liu, Tao Xu

arxiv:2411.12653 v1 · 2024-11-19 · eess.SY · cs.SY · 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{ABR4IBQ7ESWB4QZFCIDO66DF6Q}

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.

Receipt and verification

First computed	2026-07-05T09:37:46.141932Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0063c4061f24ac1e43251206ef7865f4381d891ad079a89a32ca9835d4e71fa9

Aliases

arxiv: 2411.12653 · arxiv_version: 2411.12653v1 · doi: 10.48550/arxiv.2411.12653 · pith_short_12: ABR4IBQ7ESWB · pith_short_16: ABR4IBQ7ESWB4QZF · pith_short_8: ABR4IBQ7

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/ABR4IBQ7ESWB4QZFCIDO66DF6Q \
  | 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: 0063c4061f24ac1e43251206ef7865f4381d891ad079a89a32ca9835d4e71fa9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7d50e6a20d5a11528a38eef497b311bb02d581cec043a9d662af2cee66c68166",
    "cross_cats_sorted": [
      "cs.SY",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "eess.SY",
    "submitted_at": "2024-11-19T17:02:04Z",
    "title_canon_sha256": "08026ff56133d78c8e669c8dcda4851fa122424f06aef9af64afb4d3c0602e7c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.12653",
    "kind": "arxiv",
    "version": 1
  }
}