Pith Number

pith:RQMZSNEV

pith:2024:RQMZSNEVMYEUM2JKQNOY4JJAK6

not attested not anchored not stored refs pending

Molar: Multimodal LLMs with Collaborative Filtering Alignment for Enhanced Sequential Recommendation

Hao Zhang, Jie Ouyang, Kefan Wang, Mingyue Cheng, Qitao Qin, Ruiran Yan, Yucong Luo

arxiv:2412.18176 v2 · 2024-12-24 · 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{RQMZSNEVMYEUM2JKQNOY4JJAK6}

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

2 papers in Pith

LLM-Assisted Reranking to Operationalize Nuanced Objectives in Recommender Systems

UniRec: Unified Multimodal Encoding for LLM-Based Recommendations

Receipt and verification

First computed	2026-07-05T09:55:15.600434Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8c19993495660946692a835d8e2520578fa71452ed02e408af018c0711241e4c

Aliases

arxiv: 2412.18176 · arxiv_version: 2412.18176v2 · doi: 10.48550/arxiv.2412.18176 · pith_short_12: RQMZSNEVMYEU · pith_short_16: RQMZSNEVMYEUM2JK · pith_short_8: RQMZSNEV

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/RQMZSNEVMYEUM2JKQNOY4JJAK6 \
  | 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: 8c19993495660946692a835d8e2520578fa71452ed02e408af018c0711241e4c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "431fe4a07aa917e34404df6a608258aaa65d6e4b4ad1a860687a61f02c643940",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2024-12-24T05:23:13Z",
    "title_canon_sha256": "6824134cc896441b38a93dad0120f782ddfeaf955201c61f3a308f75d5007452"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.18176",
    "kind": "arxiv",
    "version": 2
  }
}