Pith Number

pith:FAVTA3T4

pith:2024:FAVTA3T4XFBLI4TWKVCQISDRTI

not attested not anchored not stored refs pending

SurgeryV2: Bridging the Gap Between Model Merging and Multi-Task Learning with Deep Representation Surgery

Dacheng Tao, Enneng Yang, Guibing Guo, Jie Zhang, Li Shen, Xiaocun Cao, Xingwei Wang, Zhenyi Wang

arxiv:2410.14389 v1 · 2024-10-18 · cs.LG · cs.AI · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FAVTA3T4XFBLI4TWKVCQISDRTI}

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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

2 papers in Pith

Model Merging in LLMs, MLLMs, and Beyond: Methods, Theories, Applications and Opportunities

FeatCal: Feature Calibration for Post-Merging Models

Receipt and verification

First computed	2026-07-05T09:22:31.788081Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

282b306e7cb942b4727655450448719a1097244e70dca400f064a2173fad4a3c

Aliases

arxiv: 2410.14389 · arxiv_version: 2410.14389v1 · doi: 10.48550/arxiv.2410.14389 · pith_short_12: FAVTA3T4XFBL · pith_short_16: FAVTA3T4XFBLI4TW · pith_short_8: FAVTA3T4

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/FAVTA3T4XFBLI4TWKVCQISDRTI \
  | 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: 282b306e7cb942b4727655450448719a1097244e70dca400f064a2173fad4a3c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0ae4e1d451cfa538a5963b69fb5879b1df6955334e5b6c275d91e1f0cea17fe2",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-18T11:49:40Z",
    "title_canon_sha256": "726d16be5ba5472a9ad0df70f34e7ed5ee5e357bcd9029657ca16714be87bf98"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.14389",
    "kind": "arxiv",
    "version": 1
  }
}