Pith Number

pith:UQOK2EHU

pith:2021:UQOK2EHUEYHBFJDFKHZ6SJVX6K

not attested not anchored not stored refs pending

Learning Equilibria in Matching Markets from Bandit Feedback

Alexander Wei, Jacob Steinhardt, Meena Jagadeesan, Michael I. Jordan, Yixin Wang

arxiv:2108.08843 v2 · 2021-08-19 · cs.LG · cs.GT · 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{UQOK2EHUEYHBFJDFKHZ6SJVX6K}

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

Learning in Matching Games with Bandit Feedback

Receipt and verification

First computed	2026-07-05T05:37:52.102454Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a41cad10f4260e12a46551f3e926b7f28f56b153a6c59db3a13539ebdfe668b2

Aliases

arxiv: 2108.08843 · arxiv_version: 2108.08843v2 · doi: 10.48550/arxiv.2108.08843 · pith_short_12: UQOK2EHUEYHB · pith_short_16: UQOK2EHUEYHBFJDF · pith_short_8: UQOK2EHU

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/UQOK2EHUEYHBFJDFKHZ6SJVX6K \
  | 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: a41cad10f4260e12a46551f3e926b7f28f56b153a6c59db3a13539ebdfe668b2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8f20ca7a5a2d7fbb97c3d0e4572e93b38c3a2f7f08ca23c0cb69ddcd12f9efaa",
    "cross_cats_sorted": [
      "cs.GT",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-08-19T17:59:28Z",
    "title_canon_sha256": "6474220e85745e78269a862885d4e60300792833be2aba758a5dd489b406ab03"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2108.08843",
    "kind": "arxiv",
    "version": 2
  }
}