Pith Number

pith:FSO44ZQG

pith:2025:FSO44ZQGNZXSXNQRSFD3UDBCOD

not attested not anchored not stored refs pending

Instant Personalized Large Language Model Adaptation via Hypernetwork

Fengran Mo, Haoyang Wen, Meng Jiang, Pei Chen, Qingkai Zeng, Qingyu Yin, Rongzhi Zhang, Zhaoxuan Tan, Zheng Li, Zheyuan Liu, Zixuan Zhang

arxiv:2510.16282 v2 · 2025-10-18 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FSO44ZQGNZXSXNQRSFD3UDBCOD}

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

Personal Visual Context Learning in Large Multimodal Models

Cloud-native and Distributed Systems for Efficient and Scalable Large Language Models -- A Research Agenda

Receipt and verification

First computed	2026-06-03T01:05:06.594345Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2c9dce66066e6f2bb6119147ba0c2270da0c9279cc7c0eebba0ca4b733382670

Aliases

arxiv: 2510.16282 · arxiv_version: 2510.16282v2 · doi: 10.48550/arxiv.2510.16282 · pith_short_12: FSO44ZQGNZXS · pith_short_16: FSO44ZQGNZXSXNQR · pith_short_8: FSO44ZQG

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/FSO44ZQGNZXSXNQRSFD3UDBCOD \
  | 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: 2c9dce66066e6f2bb6119147ba0c2270da0c9279cc7c0eebba0ca4b733382670

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0222fa8bc6a5d7a0f8798fb4923f40d5a8d18174acccbc98392e723e86def5e9",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-10-18T00:41:25Z",
    "title_canon_sha256": "01c5d9de9d69e5d72fe41922a9db41f9677284f580544314e14f838641de7f81"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.16282",
    "kind": "arxiv",
    "version": 2
  }
}