Pith Number

pith:6CAPVALK

pith:2024:6CAPVALKWOSTLDHW7IW7UOI2Q4

not attested not anchored not stored refs pending

The Risk of Federated Learning to Skew Fine-Tuning Features and Underperform Out-of-Distribution Robustness

Kai Xu, Mengyao Du, Miao Zhang, Quanjun Yin, Shouling Ji, Yuwen Pu

arxiv:2401.14027 v1 · 2024-01-25 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6CAPVALKWOSTLDHW7IW7UOI2Q4}

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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

Federated Adapter on Foundation Models: An Out-Of-Distribution Approach

Receipt and verification

First computed	2026-07-05T07:37:21.294993Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f080fa816ab3a5358cf6fa2dfa391a87040b05eea8a2fa32b3225d9627cb44c3

Aliases

arxiv: 2401.14027 · arxiv_version: 2401.14027v1 · doi: 10.48550/arxiv.2401.14027 · pith_short_12: 6CAPVALKWOST · pith_short_16: 6CAPVALKWOSTLDHW · pith_short_8: 6CAPVALK

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/6CAPVALKWOSTLDHW7IW7UOI2Q4 \
  | 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: f080fa816ab3a5358cf6fa2dfa391a87040b05eea8a2fa32b3225d9627cb44c3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "162feb4a5bd4797ab54200f17e5e7407517e5eda24c8af0975805137e4a1df6e",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-01-25T09:18:51Z",
    "title_canon_sha256": "9b01206a1afec10f9b5add4564befc705bc4da666a901c9873ba0dc173e231c0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.14027",
    "kind": "arxiv",
    "version": 1
  }
}