Pith Number

pith:DSOEPR72

pith:2024:DSOEPR72LGS55XFYCLTXOHKUYK

not attested not anchored not stored refs pending

Logit Calibration and Feature Contrast for Robust Federated Learning on Non-IID Data

Apurba Adhikary, Chaoning Zhang, Choong Seon Hong, Yu Qiao

arxiv:2404.06776 v1 · 2024-04-10 · 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{DSOEPR72LGS55XFYCLTXOHKUYK}

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

Federated Hybrid Training and Self-Adversarial Distillation: Towards Robust Edge Networks

Receipt and verification

First computed	2026-07-05T08:06:30.058532Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1c9c47c7fa59a5dedcb812e7771d54c29d139d907c856eb2c8d35abcebb272f6

Aliases

arxiv: 2404.06776 · arxiv_version: 2404.06776v1 · doi: 10.48550/arxiv.2404.06776 · pith_short_12: DSOEPR72LGS5 · pith_short_16: DSOEPR72LGS55XFY · pith_short_8: DSOEPR72

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/DSOEPR72LGS55XFYCLTXOHKUYK \
  | 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: 1c9c47c7fa59a5dedcb812e7771d54c29d139d907c856eb2c8d35abcebb272f6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c0affef29fd37aa0d9fb91ec226ff29f7ef05f516a36f2820c82497aef5b413b",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-04-10T06:35:25Z",
    "title_canon_sha256": "eada132e95a35a6f42c1228958c8c9e9532a74e535494e75c6c47375caa5f530"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.06776",
    "kind": "arxiv",
    "version": 1
  }
}