Pith Number

pith:HO25TY6M

pith:2025:HO25TY6MS3QYF3SLOADDX26XKE

not attested not anchored not stored refs pending

Breaking the Likelihood Trap: Consistent Generative Recommendation with Graph-structured Model

Qiya Yang, Xiaoxi Liang, Yalong Wang, Ying Cao, Yingjie Deng, Yongqi Liu, Yuxin Ren, Zeping Xiao

arxiv:2510.10127 v3 · 2025-10-11 · cs.IR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HO25TY6MS3QYF3SLOADDX26XKE}

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	2026-06-04T01:08:33.457600Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3bb5d9e3cc96e182ee4b70063bebd7511b9aff8191712074aa4fb3acbea6f54e

Aliases

arxiv: 2510.10127 · arxiv_version: 2510.10127v3 · doi: 10.48550/arxiv.2510.10127 · pith_short_12: HO25TY6MS3QY · pith_short_16: HO25TY6MS3QYF3SL · pith_short_8: HO25TY6M

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/HO25TY6MS3QYF3SLOADDX26XKE \
  | 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: 3bb5d9e3cc96e182ee4b70063bebd7511b9aff8191712074aa4fb3acbea6f54e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7a89e969f9ef5dcaa9db27d41098a3d1a33401ae46357f43b7607bf50385743f",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2025-10-11T09:21:01Z",
    "title_canon_sha256": "f66c1552d352ce23106d87faff14da0ca52a1094c0b23907cb0648af70babce3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.10127",
    "kind": "arxiv",
    "version": 3
  }
}