Pith. sign in
Pith Number

pith:U6U3SRIG

pith:2024:U6U3SRIGICUKHDHYNPOYEAA3BY
not attested not anchored not stored refs pending

Semantic Convergence: Harmonizing Recommender Systems via Two-Stage Alignment and Behavioral Semantic Tokenization

Guanghan Li, Guojun Yin, Wei Lin, Xun Zhang, Yifan Yin, Yufei Zhang

arxiv:2412.13771 v1 · 2024-12-18 · cs.IR · cs.AI · cs.CL

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{U6U3SRIGICUKHDHYNPOYEAA3BY}

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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 2026-07-05T09:51:08.258638Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

a7a9b9450640a8a38cf86bdd82001b0e3f256a0926ec8391a624c45fd45a0ac6

Aliases

arxiv: 2412.13771 · arxiv_version: 2412.13771v1 · doi: 10.48550/arxiv.2412.13771 · pith_short_12: U6U3SRIGICUK · pith_short_16: U6U3SRIGICUKHDHY · pith_short_8: U6U3SRIG
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/U6U3SRIGICUKHDHYNPOYEAA3BY \
  | 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: a7a9b9450640a8a38cf86bdd82001b0e3f256a0926ec8391a624c45fd45a0ac6
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "38bf8c34717b473de92a0575cb1fc6345bb258faa20328761d118d3cba20d5bd",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2024-12-18T12:07:58Z",
    "title_canon_sha256": "811b13ad6b49484eabba2d710d6b4a105976f80bd7f860c60c7a6fe2e2ca1e59"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.13771",
    "kind": "arxiv",
    "version": 1
  }
}