Pith Number

pith:ND2ZOLPU

pith:2025:ND2ZOLPUYCT5GFHGZSM3VQTU4D

not attested not anchored not stored refs pending

Optimize Incompatible Parameters through Compatibility-aware Knowledge Integration

Fei Wu, Keming Ye, Kun Kuang, Qi Tian, Shengyu Zhang, Tat-Seng Chua, Wenjie Wang, Wenqiao Zhang, Zheqi Lv, Zishu Wei

arxiv:2501.07596 v2 · 2025-01-10 · cs.LG · cs.CL · cs.IR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ND2ZOLPUYCT5GFHGZSM3VQTU4D}

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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

Graft: Integrating the Domain Knowledge via Efficient Parameter Synergy for MLLMs

Receipt and verification

First computed	2026-07-05T10:22:55.716466Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

68f5972df4c0a7d314e6cc99bac274e0dd3fe37cfe078509b0c3f063eff91434

Aliases

arxiv: 2501.07596 · arxiv_version: 2501.07596v2 · doi: 10.48550/arxiv.2501.07596 · pith_short_12: ND2ZOLPUYCT5 · pith_short_16: ND2ZOLPUYCT5GFHG · pith_short_8: ND2ZOLPU

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/ND2ZOLPUYCT5GFHGZSM3VQTU4D \
  | 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: 68f5972df4c0a7d314e6cc99bac274e0dd3fe37cfe078509b0c3f063eff91434

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0cfd845feda8f8dfdbce5f4c8fd8f1521fac0cb17629752265db11594c24e28d",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.IR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-10T01:42:43Z",
    "title_canon_sha256": "d5d76284e9df34be97d93f08425900085a7c2214a1a39e585ca8dd9822c75484"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.07596",
    "kind": "arxiv",
    "version": 2
  }
}