Pith Number

pith:VPHVRT6B

pith:2026:VPHVRT6B5MFB5WZD3ASDEBHVSK

not attested not anchored not stored refs pending

A Predict-then-Correct Loop Based on Few-Shot Continuous Contextual Bandit for Demand Forecasting

Benedict Jun Ma, Ilya Jackson, Zhiwei Lei

arxiv:2607.16354 v1 · 2026-07-17 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VPHVRT6B5MFB5WZD3ASDEBHVSK}

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	2026-07-21T00:20:13.774130Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

abcf58cfc1eb0a1edb23d8243204f5929d36242693378acc3b603d85763b489c

Aliases

arxiv: 2607.16354 · arxiv_version: 2607.16354v1 · doi: 10.48550/arxiv.2607.16354 · pith_short_12: VPHVRT6B5MFB · pith_short_16: VPHVRT6B5MFB5WZD · pith_short_8: VPHVRT6B

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/VPHVRT6B5MFB5WZD3ASDEBHVSK \
  | 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: abcf58cfc1eb0a1edb23d8243204f5929d36242693378acc3b603d85763b489c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b324d252cc465eb6afdbd5f59cf60c5f1899ada4a3d8dae4cd42377f9649c748",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-07-17T08:21:15Z",
    "title_canon_sha256": "89fb1609f21bb30f9af37cb8ea62adeff31f0ff1209f0df8f4d6df6aa5c8e28f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.16354",
    "kind": "arxiv",
    "version": 1
  }
}