Pith Number

pith:5V22WVPH

pith:2023:5V22WVPHNPAYNJODBVRNYMB4CI

not attested not anchored not stored refs pending

Transformer Choice Net: A Transformer Neural Network for Choice Prediction

Hanzhao Wang, Kalyan Talluri, Xiaocheng Li

arxiv:2310.08716 v1 · 2023-10-12 · 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{5V22WVPHNPAYNJODBVRNYMB4CI}

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

Diffusion-Based Data-Driven Assortment Optimization

Receipt and verification

First computed	2026-07-05T07:00:33.829443Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ed75ab55e76bc186a5c30d62dc303c12395fb010585f213604d8add7a0b917fe

Aliases

arxiv: 2310.08716 · arxiv_version: 2310.08716v1 · doi: 10.48550/arxiv.2310.08716 · pith_short_12: 5V22WVPHNPAY · pith_short_16: 5V22WVPHNPAYNJOD · pith_short_8: 5V22WVPH

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/5V22WVPHNPAYNJODBVRNYMB4CI \
  | 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: ed75ab55e76bc186a5c30d62dc303c12395fb010585f213604d8add7a0b917fe

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fe39ace8057ba45a0983d760dd3e0c510fe882e7f0852363aed5bea78ab69ea5",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-12T20:54:10Z",
    "title_canon_sha256": "7f8659f351bb06ea588ab8c93b60e46ce1e5e20399d6b0797d1ee93158ae0913"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.08716",
    "kind": "arxiv",
    "version": 1
  }
}