Pith Number

pith:6EW5W5RG

pith:2024:6EW5W5RG3PIHLEOXRXYI7VMNE2

not attested not anchored not stored refs pending

Fair Distributed Machine Learning with Imbalanced Data as a Stackelberg Evolutionary Game

Ingo Roeder, Nico Scherf, Sebastian Niehaus

arxiv:2412.16079 v1 · 2024-12-20 · cs.LG · cs.CV · cs.GT · cs.NE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6EW5W5RG3PIHLEOXRXYI7VMNE2}

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.

Receipt and verification

First computed	2026-07-05T09:52:34.227485Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f12ddb7626dbd07591d78df08fd58d26bee1fdcce1a2ef24021c165e7c51bb70

Aliases

arxiv: 2412.16079 · arxiv_version: 2412.16079v1 · doi: 10.48550/arxiv.2412.16079 · pith_short_12: 6EW5W5RG3PIH · pith_short_16: 6EW5W5RG3PIHLEOX · pith_short_8: 6EW5W5RG

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/6EW5W5RG3PIHLEOXRXYI7VMNE2 \
  | 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: f12ddb7626dbd07591d78df08fd58d26bee1fdcce1a2ef24021c165e7c51bb70

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7fc06e59e4e9f2d65e517b132e6bcb465c97c99710474a07a613cab0b0170179",
    "cross_cats_sorted": [
      "cs.CV",
      "cs.GT",
      "cs.NE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-20T17:23:12Z",
    "title_canon_sha256": "4fcd4d335f75fd6a9a5200947295e1b995b569cfc706d60eae36c56b4805b6ad"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.16079",
    "kind": "arxiv",
    "version": 1
  }
}