Pith Number

pith:ZQ7SQACM

pith:2024:ZQ7SQACMDJGUJTXD2TERB4MARF

not attested not anchored not stored refs pending

FLoRA: Enhancing Vision-Language Models with Parameter-Efficient Federated Learning

Ali Jannesari, Duy Phuong Nguyen, J. Pablo Munoz

arxiv:2404.15182 v1 · 2024-04-12 · 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{ZQ7SQACMDJGUJTXD2TERB4MARF}

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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

Decoupled Training with Local Reinforcement Fine-Tuning in Federated Learning

Demystifying the Optimal Fair Classifier in Multi-Class Classification

Receipt and verification

First computed	2026-07-05T08:11:16.478300Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cc3f28004c1a4d44cee3d4c910f180896364bd0a0daca20e3f0a5a7b1807b97e

Aliases

arxiv: 2404.15182 · arxiv_version: 2404.15182v1 · doi: 10.48550/arxiv.2404.15182 · pith_short_12: ZQ7SQACMDJGU · pith_short_16: ZQ7SQACMDJGUJTXD · pith_short_8: ZQ7SQACM

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/ZQ7SQACMDJGUJTXD2TERB4MARF \
  | 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: cc3f28004c1a4d44cee3d4c910f180896364bd0a0daca20e3f0a5a7b1807b97e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "697883b4c1ca8471e3ec4e380c941e4c439c6522cb23ca9d331e434fe8d2d263",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-04-12T00:36:43Z",
    "title_canon_sha256": "8b179ac117158264ff26588c561b5edbccdaa36a4cda7032913c411410d9a5e6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.15182",
    "kind": "arxiv",
    "version": 1
  }
}