Pith Number

pith:GFCA7FEC

pith:2024:GFCA7FECJ4K5LHAF4BPRD4TATC

not attested not anchored not stored refs pending

Enhancing Perception Capabilities of Multimodal LLMs with Training-Free Fusion

Bohan Zhuang, Jinwu Hu, Mingkui Tan, Yufeng Wang, Zeshuai Deng, Zhuokun Chen

arxiv:2412.01289 v2 · 2024-12-02 · cs.CV · cs.AI

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\usepackage{pith}
\pithnumber{GFCA7FECJ4K5LHAF4BPRD4TATC}

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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

Closed-Form Spectral Regularization for Multi-Task Model Merging

PivotMerge: Bridging Heterogeneous Multimodal Pre-training via Post-Alignment Model Merging

Receipt and verification

First computed	2026-07-05T09:44:17.711209Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

31440f94824f15d59c05e05f11f260988466f103214c80e05512f485a04b94e5

Aliases

arxiv: 2412.01289 · arxiv_version: 2412.01289v2 · doi: 10.48550/arxiv.2412.01289 · pith_short_12: GFCA7FECJ4K5 · pith_short_16: GFCA7FECJ4K5LHAF · pith_short_8: GFCA7FEC

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/GFCA7FECJ4K5LHAF4BPRD4TATC \
  | 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: 31440f94824f15d59c05e05f11f260988466f103214c80e05512f485a04b94e5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3a1f06cbf13b6e8803781c0e46b8553a58c8f85f335ae5dd77e9785a1716c8ac",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-12-02T09:02:28Z",
    "title_canon_sha256": "b5a5ecef9b3642cf9f8668dbcf0e86db2effe0ec46e7a88e27a29af47ef405d6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.01289",
    "kind": "arxiv",
    "version": 2
  }
}