Pith Number

pith:LIE76GGK

pith:2024:LIE76GGKH6OXQBO7GOR5GRK4S4

not attested not anchored not stored refs pending

STAR: A Simple Training-free Approach for Recommendations using Large Language Models

Adam Kraft, Dong-Ho Lee, Ed H. Chi, Lichan Hong, Long Jin, Nikhil Mehta, Taibai Xu, Xinyang Yi

arxiv:2410.16458 v2 · 2024-10-21 · cs.IR · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LIE76GGKH6OXQBO7GOR5GRK4S4}

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

2 papers in Pith

RcLLM: Accelerating Generative Recommendation via Beyond-Prefix KV Caching

RRCM: Ranking-Driven Retrieval over Collaborative and Meta Memories for LLM Recommendation

Receipt and verification

First computed	2026-07-05T10:17:12.549635Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5a09ff18ca3f9d7805df33a3d3455c97010bd015e6d5ca90d1827780a5c7eb91

Aliases

arxiv: 2410.16458 · arxiv_version: 2410.16458v2 · doi: 10.48550/arxiv.2410.16458 · pith_short_12: LIE76GGKH6OX · pith_short_16: LIE76GGKH6OXQBO7 · pith_short_8: LIE76GGK

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/LIE76GGKH6OXQBO7GOR5GRK4S4 \
  | 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: 5a09ff18ca3f9d7805df33a3d3455c97010bd015e6d5ca90d1827780a5c7eb91

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "421b0ed38a895070ba6c4f7ce1558ee1927168c7596b509512770a167af0fdea",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2024-10-21T19:34:40Z",
    "title_canon_sha256": "dde7a38aef38548ff7bfebf5498c4b5fcbdb6612cdb30695bf93464615fc6446"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.16458",
    "kind": "arxiv",
    "version": 2
  }
}