Pith Number

pith:7EOKS72J

pith:2024:7EOKS72JTLFBPQBFG6YTE5LWBT

not attested not anchored not stored refs pending

Random Masking Finds Winning Tickets for Parameter Efficient Fine-tuning

Jing Xu, Jingzhao Zhang

arxiv:2405.02596 v1 · 2024-05-04 · cs.LG · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7EOKS72JTLFBPQBFG6YTE5LWBT}

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

1 paper in Pith

Enhancing Model Privacy in Federated Learning with Random Masking and Quantization

Receipt and verification

First computed	2026-07-05T08:15:17.867182Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f91ca97f499aca17c02537b13275760cf5d45a9be34057f27d5822a3cefcba44

Aliases

arxiv: 2405.02596 · arxiv_version: 2405.02596v1 · doi: 10.48550/arxiv.2405.02596 · pith_short_12: 7EOKS72JTLFB · pith_short_16: 7EOKS72JTLFBPQBF · pith_short_8: 7EOKS72J

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/7EOKS72JTLFBPQBFG6YTE5LWBT \
  | 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: f91ca97f499aca17c02537b13275760cf5d45a9be34057f27d5822a3cefcba44

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6ce4332e5d8fd6a1ab354e3c9e84a598deba9553e6ead706adea0d48e7d06ada",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-04T07:44:18Z",
    "title_canon_sha256": "680ea485fb42121199a7470979b6368a591149cee351583d458232b922fa9fa8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.02596",
    "kind": "arxiv",
    "version": 1
  }
}