Pith Number

pith:TU2UTXDM

pith:2025:TU2UTXDMEHHMJNDJN4RLTKQQ7O

not attested not anchored not stored refs pending

Combinatorial Optimization Perspective based Framework for Multi-behavior Recommendation

Chang Meng, Chenhao Zhai, Kexin Zhang, Xiu Li, Xuhao Zhao, Yu Yang

arxiv:2502.02232 v1 · 2025-02-04 · 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{TU2UTXDMEHHMJNDJN4RLTKQQ7O}

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

Beyond One-Size-Fits-All: Adaptive Test-Time Augmentation for Sequential Recommendation

Receipt and verification

First computed	2026-07-05T10:09:25.756246Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9d3549dc6c21cec4b4696f22b9aa10fb82ebb2489e186c46af7dec0e6cf5e424

Aliases

arxiv: 2502.02232 · arxiv_version: 2502.02232v1 · doi: 10.48550/arxiv.2502.02232 · pith_short_12: TU2UTXDMEHHM · pith_short_16: TU2UTXDMEHHMJNDJ · pith_short_8: TU2UTXDM

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/TU2UTXDMEHHMJNDJN4RLTKQQ7O \
  | 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: 9d3549dc6c21cec4b4696f22b9aa10fb82ebb2489e186c46af7dec0e6cf5e424

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2a93d0103cab7b371ce2b399275365607537ee7253257790551bcb448a6515d9",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2025-02-04T11:19:47Z",
    "title_canon_sha256": "de301d523b7a111d072b46634076d8dfa3f0cdb0d9db881b4bccee5c8bdcd266"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.02232",
    "kind": "arxiv",
    "version": 1
  }
}