Pith Number

pith:KKW7RLSN

pith:2025:KKW7RLSNMISOYUQN3ME5SE3RSH

not attested not anchored not stored refs pending

DECAF: Learning to be Fair in Multi-agent Resource Allocation

Ashwin Kumar, William Yeoh

arxiv:2502.04281 v1 · 2025-02-06 · cs.LG · cs.CY · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KKW7RLSNMISOYUQN3ME5SE3RSH}

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	2026-07-05T10:10:36.082566Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

52adf8ae4d6224ec520ddb09d9137191ec2f79ea901a954b2e6706a6de9278cb

Aliases

arxiv: 2502.04281 · arxiv_version: 2502.04281v1 · doi: 10.48550/arxiv.2502.04281 · pith_short_12: KKW7RLSNMISO · pith_short_16: KKW7RLSNMISOYUQN · pith_short_8: KKW7RLSN

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/KKW7RLSNMISOYUQN3ME5SE3RSH \
  | 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: 52adf8ae4d6224ec520ddb09d9137191ec2f79ea901a954b2e6706a6de9278cb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1ebd45944c2cfe5a4588cfcf7158367bdd80e4711fce78ee71babd5f9127bca9",
    "cross_cats_sorted": [
      "cs.CY",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-06T18:29:11Z",
    "title_canon_sha256": "5ea5bb015c92c253c3c4919d4370cc0c818d2986d2d6847a943f4eb6c8ac67b4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.04281",
    "kind": "arxiv",
    "version": 1
  }
}