Pith Number

pith:ZVBBWPJB

pith:2024:ZVBBWPJB5LAC57K7GC77ST2IJ5

not attested not anchored not stored refs pending

BRIDGE: Bundle Recommendation via Instruction-Driven Generation

Cam-Van Nguyen Thi, Duc-Trong Le, Hoang-Quynh Le, Huy-Son Nguyen, Tuan-Nghia Bui

arxiv:2412.18092 v1 · 2024-12-24 · cs.IR · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZVBBWPJB5LAC57K7GC77ST2IJ5}

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

A Reproducibility Study of Product-side Fairness in Bundle Recommendation

Receipt and verification

First computed	2026-07-05T09:53:49.615468Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cd421b3d21eac02efd5f30bff94f484f558be6e058f4af6f98e8a629e7c8fe67

Aliases

arxiv: 2412.18092 · arxiv_version: 2412.18092v1 · doi: 10.48550/arxiv.2412.18092 · pith_short_12: ZVBBWPJB5LAC · pith_short_16: ZVBBWPJB5LAC57K7 · pith_short_8: ZVBBWPJB

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/ZVBBWPJB5LAC57K7GC77ST2IJ5 \
  | 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: cd421b3d21eac02efd5f30bff94f484f558be6e058f4af6f98e8a629e7c8fe67

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fd858e0b1daae5b3b1195c27860aed55a52d9d98a57274dc05995e6be6aedd7a",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2024-12-24T02:07:53Z",
    "title_canon_sha256": "c58a5955da3a4ad6742f5b01b82452fd252ee8e75a8347ce76ba910c26e3238d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.18092",
    "kind": "arxiv",
    "version": 1
  }
}