Pith Number

pith:H7ZXIPA6

pith:2024:H7ZXIPA6DPPQWDEGC2O7GYUSKJ

not attested not anchored not stored refs pending

T-REX: Mixture-of-Rank-One-Experts with Semantic-aware Intuition for Multi-task Large Language Model Finetuning

Dan Wang, Huanrui Yang, Li Du, Rongyu Zhang, Shanghang Zhang, Shenli Zheng, Yijiang Liu, Yuan Du

arxiv:2404.08985 v2 · 2024-04-13 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{H7ZXIPA6DPPQWDEGC2O7GYUSKJ}

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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.

Cited by

1 paper in Pith

Ensembles of Low-Rank Expert Adapters

Receipt and verification

First computed	2026-07-05T11:09:58.426109Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3ff3743c1e1bdf0b0c86169df362925267f8e9d25757dbc5fa47427633c99fa7

Aliases

arxiv: 2404.08985 · arxiv_version: 2404.08985v2 · doi: 10.48550/arxiv.2404.08985 · pith_short_12: H7ZXIPA6DPPQ · pith_short_16: H7ZXIPA6DPPQWDEG · pith_short_8: H7ZXIPA6

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/H7ZXIPA6DPPQWDEGC2O7GYUSKJ \
  | 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: 3ff3743c1e1bdf0b0c86169df362925267f8e9d25757dbc5fa47427633c99fa7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1d1c8d1603c58297a7b4f86a31e36971ee14cd2077b80234ade633ac2f5a3f47",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-04-13T12:14:58Z",
    "title_canon_sha256": "fa3fc944ec67973148abc41aaaeb2dbdaf06c870e214b67db335e5059a4fa96a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.08985",
    "kind": "arxiv",
    "version": 2
  }
}