Pith Number

pith:XDFWNYP3

pith:2024:XDFWNYP3DVELQL5SOJAKZY3RIC

not attested not anchored not stored refs pending

Personalized Multimodal Large Language Models: A Survey

Dang Nguyen, Franck Dernoncourt, Hanieh Deilamsalehy, Hanjia Lyu, Hongjie Chen, Huanrui Yang, Ishita Kumar, Jiebo Luo, Jiuxiang Gu, Joe Barrow, Julian McAuley, Junda Wu, Mehrnoosh Mirtaheri, Namyong Park, Nedim Lipka, Nesreen K. Ahmed, Ruiyi Zhang, Ryan A. Rossi, Subrata Mitra, Sungchul Kim, Tong Yu, Xiang Chen, Yue Zhao, Yu Wang, Yu Xia, Zhehao Zhang, Zhengmian Hu

arxiv:2412.02142 v1 · 2024-12-03 · cs.CV · cs.AI · cs.CL · cs.IR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XDFWNYP3DVELQL5SOJAKZY3RIC}

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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

8 papers in Pith

GRADE: Graph Representation of LLM Agent Dependency and Execution

Personal Visual Memory from Explicit and Implicit Evidence

AlpsBench: An LLM Personalization Benchmark for Real-Dialogue Memorization and Preference Alignment

PersonaVLM: Long-Term Personalized Multimodal LLMs

F-GRPO: Factorized Group-Relative Policy Optimization for Unified Candidate Generation and Ranking

Receipt and verification

First computed	2026-07-05T09:43:44.792906Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b8cb66e1fb1d48b82fb27240ace371409b8feed96b8cd313026157589ab9a5bc

Aliases

arxiv: 2412.02142 · arxiv_version: 2412.02142v1 · doi: 10.48550/arxiv.2412.02142 · pith_short_12: XDFWNYP3DVEL · pith_short_16: XDFWNYP3DVELQL5S · pith_short_8: XDFWNYP3

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/XDFWNYP3DVELQL5SOJAKZY3RIC \
  | 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: b8cb66e1fb1d48b82fb27240ace371409b8feed96b8cd313026157589ab9a5bc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f18f6f2146a3f9f4bf76308075f68a9f3a97d1eb53832da4335742667f271223",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.IR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-12-03T03:59:03Z",
    "title_canon_sha256": "b77a21c4e2da8a61e74443d0c6da016f4462ed2474f1d02637996dbe6d9bbf99"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.02142",
    "kind": "arxiv",
    "version": 1
  }
}