Pith Number

pith:DSYH4V6H

pith:2025:DSYH4V6HXLOGWB6KGOGL7ZIO2A

not attested not anchored not stored refs pending

DynMoLE: Boosting Mixture of LoRA Experts Fine-Tuning with a Hybrid Routing Mechanism

Dengchun Li, Haoyang Yin, Lei Duan, Meng Xiao, Mingjie Tang, Naizheng Wang, Zihao Zhang

arxiv:2504.00661 v1 · 2025-04-01 · cs.CL · 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{DSYH4V6HXLOGWB6KGOGL7ZIO2A}

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

LoRA-Mixer: Coordinate Modular LoRA Experts Through Serial Attention Routing

Rethinking Parameter Sharing for LLM Fine-Tuning with Multiple LoRAs

Receipt and verification

First computed	2026-07-05T10:42:48.485303Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1cb07e57c7badc6b07ca338cbfe50ed03ddba1c00b66f5300b289b9dfd3ce179

Aliases

arxiv: 2504.00661 · arxiv_version: 2504.00661v1 · doi: 10.48550/arxiv.2504.00661 · pith_short_12: DSYH4V6HXLOG · pith_short_16: DSYH4V6HXLOGWB6K · pith_short_8: DSYH4V6H

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/DSYH4V6HXLOGWB6KGOGL7ZIO2A \
  | 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: 1cb07e57c7badc6b07ca338cbfe50ed03ddba1c00b66f5300b289b9dfd3ce179

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8aaad8dc98bec2589f3f2c809d70f0c94f612f17c8dba09e8daca33acb6a2e22",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-04-01T11:14:19Z",
    "title_canon_sha256": "ea9d0b09175c1538545ab067e91aacf4a358fcb0ed4810884402dd253e5756bd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.00661",
    "kind": "arxiv",
    "version": 1
  }
}