Pith Number

pith:WOHXBW2W

pith:2025:WOHXBW2W3NHDF65BUM3XP7E4OA

not attested not anchored not stored refs pending

Action is All You Need: Dual-Flow Generative Ranking Network for Recommendation

Erpeng Xue, Hao Guo, Jinpeng Wang, Lei Huang, Lei Wang, Sheng Chen, Shichao Wang, Xiaolei Wang

arxiv:2505.16752 v3 · 2025-05-22 · cs.IR · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WOHXBW2W3NHDF65BUM3XP7E4OA}

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

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models

Receipt and verification

First computed	2026-07-05T11:55:19.539397Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b38f70db56db4e32fba1a33777fc9c702cb8301fe9c563bdc33963fe0977d981

Aliases

arxiv: 2505.16752 · arxiv_version: 2505.16752v3 · doi: 10.48550/arxiv.2505.16752 · pith_short_12: WOHXBW2W3NHD · pith_short_16: WOHXBW2W3NHDF65B · pith_short_8: WOHXBW2W

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/WOHXBW2W3NHDF65BUM3XP7E4OA \
  | 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: b38f70db56db4e32fba1a33777fc9c702cb8301fe9c563bdc33963fe0977d981

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "51aee052173ad0632393a86067d2c40fbe9b8bca0ae7571ab30ab0b8030fd320",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2025-05-22T14:58:53Z",
    "title_canon_sha256": "b43131332bd271cc07e30288475dbed9e7c4d9b3addad86ed225aa2dcfef8e2d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.16752",
    "kind": "arxiv",
    "version": 3
  }
}