Pith Number

pith:MUHMBLXQ

pith:2024:MUHMBLXQYCQIOBVOCTJ2LHJVLS

not attested not anchored not stored refs pending

Leveraging Open Knowledge for Advancing Task Expertise in Large Language Models

Gang Li, Hang Shao, Jie Yang, Ke Li, Pengcheng Guo, Tong Wu, Xing Sun, Yuchen Shi, Yulei Qin, Yuncheng Yang, Yun Gu, Zihan Xu

arxiv:2408.15915 v2 · 2024-08-28 · cs.CV · cs.AI · 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{MUHMBLXQYCQIOBVOCTJ2LHJVLS}

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

RoME: Robust Mixture of Low-Rank Experts against Multiple Adversarial Perturbations

Receipt and verification

First computed	2026-07-05T09:04:11.885637Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

650ec0aef0c0a08706ae14d3a59d355ca8e3ea8ebc49a823481b3c05ae2d577d

Aliases

arxiv: 2408.15915 · arxiv_version: 2408.15915v2 · doi: 10.48550/arxiv.2408.15915 · pith_short_12: MUHMBLXQYCQI · pith_short_16: MUHMBLXQYCQIOBVO · pith_short_8: MUHMBLXQ

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/MUHMBLXQYCQIOBVOCTJ2LHJVLS \
  | 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: 650ec0aef0c0a08706ae14d3a59d355ca8e3ea8ebc49a823481b3c05ae2d577d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c679f17189a7caf7be42709275e2ed7c437dffec5a45f2160cfdf51bb6e2cf98",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-08-28T16:28:07Z",
    "title_canon_sha256": "04005abf971a509f613538971070c1758b813a12bae132b9743929c713c641e4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.15915",
    "kind": "arxiv",
    "version": 2
  }
}