pith:JYBFZ342
Check, Please: Verifiably Fair Clustering
A new fairness notion for clustering can be checked efficiently while approximating full proportional representation guarantees.
arxiv:2605.12317 v2 · 2026-05-12 · cs.GT
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\pithnumber{JYBFZ342AUNGYCHTLTKY4PUWBT}
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Record completeness
Claims
We introduce Default Coalitions mPJR+ (DC-mPJR+): a new proportionality concept that offers representation guarantees to a restricted set of coalitions around unselected centers, and as a result, admits an O(mn log n + mnk) verification algorithm. DC-mPJR+ is satisfied by SEAR and any solution satisfying γ-DC-mPJR+ also satisfies (γ + 2)-mPJR+.
That the restriction to default coalitions around unselected centers provides a sufficient proxy for global fairness, as captured by the (γ + 2) approximation guarantee to mPJR; this appears in the abstract's description of the relationship between DC-mPJR+ and mPJR.
DC-mPJR+ is a new proportionality concept for clustering that can be verified in O(mn log n + mnk) time and ensures that any clustering satisfying it also satisfies an approximate version of the stronger mPJR fairness property.
Receipt and verification
| First computed | 2026-05-28T01:04:08.728114Z |
|---|---|
| Builder | pith-number-builder-2026-05-17-v1 |
| Signature | Pith Ed25519
(pith-v1-2026-05) · public key |
| Schema | pith-number/v1.0 |
Canonical hash
4e025cef9a051a6c08f35cd58e3e960cc10348e4caf331b95ba83cd3950f09c6
Aliases
· · · · ·Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/JYBFZ342AUNGYCHTLTKY4PUWBT \
| 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: 4e025cef9a051a6c08f35cd58e3e960cc10348e4caf331b95ba83cd3950f09c6
Canonical record JSON
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"cross_cats_sorted": [],
"license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
"primary_cat": "cs.GT",
"submitted_at": "2026-05-12T16:02:24Z",
"title_canon_sha256": "7d242be1b6b1f3570677d14f1de4a0fc08e6444b1692711e0a03a35cde45cb2d"
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"kind": "arxiv",
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