Pith Number

pith:U5RKS33A

pith:2025:U5RKS33AFJOKT623PXMDM5KM2P

not attested not anchored not stored refs pending

A Survey on Multimodal Recommender Systems: Recent Advances and Future Directions

Edith Ngai, Jinfeng Xu, Jinze Li, Shuo Yang, Steven Hoi, Wei Wang, Xiping Hu, Zheyu Chen

arxiv:2502.15711 v1 · 2025-01-22 · cs.IR · cs.MM

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\usepackage{pith}
\pithnumber{U5RKS33AFJOKT623PXMDM5KM2P}

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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

4 papers in Pith

Teach Multimodal Recommendation Model to See via Personalized Visual Extraction and Adaptive Learning

Text-Guided Visual Representation Learning for Robust Multimodal E-Commerce Recommendation

TRU: Targeted Reverse Update for Efficient Multimodal Recommendation Unlearning

Discrete Preference Learning for Personalized Multimodal Generation

Receipt and verification

First computed	2026-07-05T10:18:15.162567Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a762a96f602a5ca9fb5b7dd836754cd3d09fab0e5de34877cbe0f6c26aee8862

Aliases

arxiv: 2502.15711 · arxiv_version: 2502.15711v1 · doi: 10.48550/arxiv.2502.15711 · pith_short_12: U5RKS33AFJOK · pith_short_16: U5RKS33AFJOKT623 · pith_short_8: U5RKS33A

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/U5RKS33AFJOKT623PXMDM5KM2P \
  | 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: a762a96f602a5ca9fb5b7dd836754cd3d09fab0e5de34877cbe0f6c26aee8862

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "793a42f4cea5bb0ba25c854115fe07f95b0332758e85bd3127cfb157c2026d58",
    "cross_cats_sorted": [
      "cs.MM"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2025-01-22T12:00:35Z",
    "title_canon_sha256": "9b6c6220753048daf4669e5ae018e0ae0ab25622e6555691faa202d5c0954e87"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.15711",
    "kind": "arxiv",
    "version": 1
  }
}