Pith Number

pith:KNZWYCEW

pith:2024:KNZWYCEWDSMEUNKGEQIGVKE7RQ

not attested not anchored not stored refs pending

HYDRA: Model Factorization Framework for Black-Box LLM Personalization

Bo Dai, Chao Zhang, Haotian Sun, Qifan Wang, Rushi Qiang, Yuchen Zhuang, Yue Yu

arxiv:2406.02888 v3 · 2024-06-05 · cs.CL · 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{KNZWYCEWDSMEUNKGEQIGVKE7RQ}

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

VitaBench 2.0: Evaluating Personalized and Proactive Agents in Long-Term User Interactions

Receipt and verification

First computed	2026-07-05T09:26:27.651196Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

53736c08961c984a354624106aa89f8c3e8d460615219aad6a802cb10e15b021

Aliases

arxiv: 2406.02888 · arxiv_version: 2406.02888v3 · doi: 10.48550/arxiv.2406.02888 · pith_short_12: KNZWYCEWDSME · pith_short_16: KNZWYCEWDSMEUNKG · pith_short_8: KNZWYCEW

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/KNZWYCEWDSMEUNKGEQIGVKE7RQ \
  | 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: 53736c08961c984a354624106aa89f8c3e8d460615219aad6a802cb10e15b021

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3476a94a38da31aca55fa12de32241f033f506bf48a79ed1ad08dfe15fa58b4a",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-06-05T03:08:46Z",
    "title_canon_sha256": "ee7f03348b24f9f3005d70b05abfcecfc9cea2c08561934645b04386f9651b2f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.02888",
    "kind": "arxiv",
    "version": 3
  }
}