Pith Number

pith:M4CSWL4I

pith:2024:M4CSWL4ITRLHBAD3XJJNNDBSPZ

not attested not anchored not stored refs pending

MoDULA: Mixture of Domain-Specific and Universal LoRA for Multi-Task Learning

Ben Chen, Dehong Gao, Guannan Zhang, Huangyu Dai, Libin Yang, Linbo Jin, Wang Zihan, Wen Jiang, Xiaoyan Cai, Yufei Ma, Zhuoran Ran, Zihan Liang

arxiv:2412.07405 v1 · 2024-12-10 · 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{M4CSWL4ITRLHBAD3XJJNNDBSPZ}

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.

Receipt and verification

First computed	2026-07-05T09:47:09.289047Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

67052b2f889c5670807bba52d68c327e61b19704e84fc7df36af02f33adb0b78

Aliases

arxiv: 2412.07405 · arxiv_version: 2412.07405v1 · doi: 10.48550/arxiv.2412.07405 · pith_short_12: M4CSWL4ITRLH · pith_short_16: M4CSWL4ITRLHBAD3 · pith_short_8: M4CSWL4I

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/M4CSWL4ITRLHBAD3XJJNNDBSPZ \
  | 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: 67052b2f889c5670807bba52d68c327e61b19704e84fc7df36af02f33adb0b78

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b40d21c85fc1d298473ba3ae330171df2cea6eb48ee0cbd92b2a00940343f950",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-10T10:55:57Z",
    "title_canon_sha256": "9d0e81c0c52f07a6415be1fe149ba8e5bce83e3ad789ad29387914579d4fe386"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.07405",
    "kind": "arxiv",
    "version": 1
  }
}