Pith Number

pith:UIRNXZUN

pith:2024:UIRNXZUN52AILODEQAHACQXSNE

not attested not anchored not stored refs pending

Efficient and Effective Adaptation of Multimodal Foundation Models in Sequential Recommendation

Alexandros Karatzoglou, Ioannis Arapakis, Joemon M. Jose, Junchen Fu, Kaiwen Zheng, Xin Xin, Xuri Ge, Yongxin Ni

arxiv:2411.02992 v2 · 2024-11-05 · cs.IR · cs.CV

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\usepackage{pith}
\pithnumber{UIRNXZUN52AILODEQAHACQXSNE}

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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

Describe What You See with Multimodal Large Language Models to Enhance Video Recommendations

Receipt and verification

First computed	2026-07-05T12:10:53.901226Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a222dbe68dee8085b864800e0142f2691b5042014eed078b1bbb7a91c79a9f8f

Aliases

arxiv: 2411.02992 · arxiv_version: 2411.02992v2 · doi: 10.48550/arxiv.2411.02992 · pith_short_12: UIRNXZUN52AI · pith_short_16: UIRNXZUN52AILODE · pith_short_8: UIRNXZUN

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/UIRNXZUN52AILODEQAHACQXSNE \
  | 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: a222dbe68dee8085b864800e0142f2691b5042014eed078b1bbb7a91c79a9f8f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4e3493c1d3c5d16737b0fd9497c6e8f74525f50e6f6e0e4a77f5468fe38d04f7",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2024-11-05T10:53:25Z",
    "title_canon_sha256": "ee9409c6908015239cfd519bb8f03ecc06b5773065dcc8c615beb7d3c42e5531"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.02992",
    "kind": "arxiv",
    "version": 2
  }
}