Pith Number

pith:XEKBGWGT

pith:2025:XEKBGWGTUL4EW4BWWMWQQRIH3L

not attested not anchored not stored refs pending

From Scaling to Structured Expressivity: Rethinking Transformers for CTR Prediction

Bencheng Yan, Bo Zheng, Chuan Yu, Di Wang, Jian Xu, Kaiyi Lin, Pengjie Wang, Yuejie Lei, Zheye Deng, Zhiyuan Zeng

arxiv:2511.12081 v2 · 2025-11-15 · cs.IR · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XEKBGWGTUL4EW4BWWMWQQRIH3L}

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	2026-06-02T02:04:10.891568Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b9141358d3a2f84b7036b32d084507dac7ccf1edb1b0afc1ec3e74048568ad36

Aliases

arxiv: 2511.12081 · arxiv_version: 2511.12081v2 · doi: 10.48550/arxiv.2511.12081 · pith_short_12: XEKBGWGTUL4E · pith_short_16: XEKBGWGTUL4EW4BW · pith_short_8: XEKBGWGT

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/XEKBGWGTUL4EW4BWWMWQQRIH3L \
  | 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: b9141358d3a2f84b7036b32d084507dac7ccf1edb1b0afc1ec3e74048568ad36

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ea70352de230c87c2b7421900b26bd02eadeddf3980940a5413015599a7422ac",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2025-11-15T07:55:50Z",
    "title_canon_sha256": "02fc343468c3a60f44e7ee1e4b5fddc0566ff1abf77311efeb1dd640e9b0c101"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2511.12081",
    "kind": "arxiv",
    "version": 2
  }
}