Pith Number

pith:XTXNCD4X

pith:2020:XTXNCD4X34FSO6HNPR2DASOM3J

not attested not anchored not stored refs pending

Adversarial Robustness through Bias Variance Decomposition: A New Perspective for Federated Learning

Haixun Wang, Jingrui He, Jun Wu, Yao Zhou

arxiv:2009.09026 v3 · 2020-09-18 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XTXNCD4X34FSO6HNPR2DASOM3J}

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

Robust Learnability of Sample-Compressible Distributions under Noisy or Adversarial Perturbations

Receipt and verification

First computed	2026-07-05T04:58:26.064949Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bceed10f97df0b2778ed7c743049ccda6f6a2e44ce6973a6fafc36e54a6f3f39

Aliases

arxiv: 2009.09026 · arxiv_version: 2009.09026v3 · doi: 10.48550/arxiv.2009.09026 · pith_short_12: XTXNCD4X34FS · pith_short_16: XTXNCD4X34FSO6HN · pith_short_8: XTXNCD4X

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/XTXNCD4X34FSO6HNPR2DASOM3J \
  | 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: bceed10f97df0b2778ed7c743049ccda6f6a2e44ce6973a6fafc36e54a6f3f39

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d06b52efe9e69da641774adb123c14b444a4738d6218d89a12dddbb513b96ea5",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-09-18T18:58:25Z",
    "title_canon_sha256": "bf9449fe6a498a6b8860eff663c3ecaa17b610021270962103fbe320fb6adeaf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2009.09026",
    "kind": "arxiv",
    "version": 3
  }
}