Pith Number

pith:TNAU5YG2

pith:2024:TNAU5YG2AUSU2H6UJ63NL3EKRM

not attested not anchored not stored refs pending

Multi-Grained Preference Enhanced Transformer for Multi-Behavior Sequential Recommendation

Chuan He, Chuntao Hong, Qiang Li, Weiqiang Wang, Xin Fu, Xinwei Yao, Xinyi Fu, Yongchao Liu

arxiv:2411.12179 v2 · 2024-11-19 · cs.IR · cs.SI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TNAU5YG2AUSU2H6UJ63NL3EKRM}

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	2026-07-05T09:55:14.368270Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9b414ee0da05254d1fd44fb6d5ec8a8b3e6d8839631e4850b22d58c25322f3f2

Aliases

arxiv: 2411.12179 · arxiv_version: 2411.12179v2 · doi: 10.48550/arxiv.2411.12179 · pith_short_12: TNAU5YG2AUSU · pith_short_16: TNAU5YG2AUSU2H6U · pith_short_8: TNAU5YG2

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/TNAU5YG2AUSU2H6UJ63NL3EKRM \
  | 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: 9b414ee0da05254d1fd44fb6d5ec8a8b3e6d8839631e4850b22d58c25322f3f2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7eb6bf5407f59897a86348914eac64bbd39b3ffc1ec36301d8b9a99c403c94d5",
    "cross_cats_sorted": [
      "cs.SI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2024-11-19T02:45:17Z",
    "title_canon_sha256": "d7fd38b16bbe40c7e1faf41d27b6c58f716728e8b3391950407b66f1f0b81b07"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.12179",
    "kind": "arxiv",
    "version": 2
  }
}