Pith Number

pith:5MWDKROJ

pith:2024:5MWDKROJR76PKVUR4KYSDRZEMM

not attested not anchored not stored refs pending

Maximizing User Experience with LLMOps-Driven Personalized Recommendation Systems

Chenxi Shi, Penghao Liang, Tong Zhan, Yichao Wu, Zhengyu Jin

arxiv:2404.00903 v1 · 2024-04-01 · 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{5MWDKROJR76PKVUR4KYSDRZEMM}

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

1 paper in Pith

Intelligent Exercise and Feedback System for Social Healthcare using LLMOps

Receipt and verification

First computed	2026-07-05T08:02:58.495114Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

eb2c3545c98ffcf55691e2b121c7246313d3ba5b5b212a85c086aba576c001f3

Aliases

arxiv: 2404.00903 · arxiv_version: 2404.00903v1 · doi: 10.48550/arxiv.2404.00903 · pith_short_12: 5MWDKROJR76P · pith_short_16: 5MWDKROJR76PKVUR · pith_short_8: 5MWDKROJ

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/5MWDKROJR76PKVUR4KYSDRZEMM \
  | 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: eb2c3545c98ffcf55691e2b121c7246313d3ba5b5b212a85c086aba576c001f3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5962094770c813209989fa8cdafeaf52da6e3d25ee4b89f15fc29be8fa2dfbd4",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2024-04-01T04:13:42Z",
    "title_canon_sha256": "96af367596c3b706c4ae1d5594c0d4048c336aa32e15fdf65136bc967761bb31"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.00903",
    "kind": "arxiv",
    "version": 1
  }
}