Pith Number

pith:FGENLQI7

pith:2026:FGENLQI7QRGB3T3JQ435YW4RMA

not attested not anchored not stored refs pending

On the Scaling of PEFT: Towards Million Personal Models of Trillion Parameters

Aaron Guan, Ada Zhou, Alexy Li, Anson Qiu, Anya Zhang, Arthur Fu, Autumn Jin, Bunny Fan, Charles Huang, Danney Zeng, Dawn Li, Domini Liu, Fancy Kong, Hailee Hou, Hera Feng, Heshan Liu, Hongquan Gu, Huan Feng, Jiayi Lin, Josh Ying, Jun Gao, Kaijie Chen, Kairus Liu, Kyrie Lei, Logan Liu, Maeve Luo, Maxwell Yao, Miles Jiang, Mind Lab: Song Cao, Murphy Zhuang, Mutian Hong, Nora Jiang, Peixuan Hua, Pony Ma, Ray Li, Regis Ye, Ruijia Zhang, Runism Lv, Salmon Zhan, Shiyang Zhang, Sizer Zhou, Sueky Zhang, Theo Li, Verity Niu, Vic Cao, Vincent Wang, Wei Zhao, Wenhao Li, Wenlin Ye, Xinyue Zhu, Yanying Ye, Ya Zhang, Yuyi Jiang

arxiv:2606.02437 v1 · 2026-06-01 · cs.LG · 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{FGENLQI7QRGB3T3JQ435YW4RMA}

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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.

Receipt and verification

First computed	2026-06-02T03:05:06.183685Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2988d5c11f844c1dcf698737dc5b916027d4310d79b461608f655cd46a4066e9

Aliases

arxiv: 2606.02437 · arxiv_version: 2606.02437v1 · doi: 10.48550/arxiv.2606.02437 · pith_short_12: FGENLQI7QRGB · pith_short_16: FGENLQI7QRGB3T3J · pith_short_8: FGENLQI7

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/FGENLQI7QRGB3T3JQ435YW4RMA \
  | 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: 2988d5c11f844c1dcf698737dc5b916027d4310d79b461608f655cd46a4066e9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ed0eb4d2f44f5e9e8100bb34635d1a53672c306d8c25a97496ec5887ce095951",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-01T16:09:19Z",
    "title_canon_sha256": "f1e78fafc067e2a039e1a770136f7c297c2fa73bdfd0e2b15e4a632b164e6209"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.02437",
    "kind": "arxiv",
    "version": 1
  }
}