Pith Number

pith:TV7XHDKC

pith:2025:TV7XHDKCXD5IXRJNQIFBNEK42P

not attested not anchored not stored refs pending

A Survey of Personalization: From RAG to Agent

Derong Xu, Huifeng Guo, Pengyue Jia, Ruiming Tang, Wanyu Wang, Wenlin Zhang, Xiangyang Li, Xiangyu Zhao, Xiaopeng Li, Yichao Wang, Yingyi Zhang, Yi Wen, Yong Liu, Zhaocheng Du

arxiv:2504.10147 v1 · 2025-04-14 · 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{TV7XHDKCXD5IXRJNQIFBNEK42P}

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

8 papers in Pith

MemSlides: A Hierarchical Memory Driven Agent Framework for Personalized Slide Generation with Multi-turn Local Revision

ALDEN: Boosting Private Data Extraction from Retrieval-Augmented Generation Systems via Active Learning and Distribution Estimation

PERMA: Benchmarking Personalized Memory Agents via Event-Driven Preference and Realistic Task Environments

ClusterRAG: Cluster-Based Collaborative Filtering for Personalized Retrieval-Augmented Generation

A Survey of Self-Evolving Agents: What, When, How, and Where to Evolve on the Path to Artificial Super Intelligence

Receipt and verification

First computed	2026-07-05T10:48:48.355019Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9d7f738d42b8fa8bc52d820a16915cd3daaad03e2ba5f889c1b87f808d0d67e6

Aliases

arxiv: 2504.10147 · arxiv_version: 2504.10147v1 · doi: 10.48550/arxiv.2504.10147 · pith_short_12: TV7XHDKCXD5I · pith_short_16: TV7XHDKCXD5IXRJN · pith_short_8: TV7XHDKC

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/TV7XHDKCXD5IXRJNQIFBNEK42P \
  | 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: 9d7f738d42b8fa8bc52d820a16915cd3daaad03e2ba5f889c1b87f808d0d67e6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "66ecb812849fa9ec517325b07b53ef01fbbb2b06660692a41d8957c7511d2115",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2025-04-14T11:57:52Z",
    "title_canon_sha256": "e3038f0b25979eb512c4c5d169c398e91fe56c407ad13a6b79b9aefec9ebbaa3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.10147",
    "kind": "arxiv",
    "version": 1
  }
}