Pith Number

pith:7X4ZPP3W

pith:2022:7X4ZPP3WHPRCJNQYW4SUI6AD2D

not attested not anchored not stored refs pending

Learning in Congestion Games with Bandit Feedback

Maryam Fazel, Qiwen Cui, Simon S. Du, Zhihan Xiong

arxiv:2206.01880 v3 · 2022-06-04 · cs.GT · cs.LG · cs.MA · 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{7X4ZPP3WHPRCJNQYW4SUI6AD2D}

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	2026-07-05T05:34:46.781668Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fdf997bf763be224b618b725447803d0ffbcc6080b7234aabe3bafacdd897d1a

Aliases

arxiv: 2206.01880 · arxiv_version: 2206.01880v3 · doi: 10.48550/arxiv.2206.01880 · pith_short_12: 7X4ZPP3WHPRC · pith_short_16: 7X4ZPP3WHPRCJNQY · pith_short_8: 7X4ZPP3W

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/7X4ZPP3WHPRCJNQYW4SUI6AD2D \
  | 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: fdf997bf763be224b618b725447803d0ffbcc6080b7234aabe3bafacdd897d1a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8d55a701b79f905ea90b98cacf51a95b2005257b01990dc7fe9f1d8a5d70f1cc",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.MA",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.GT",
    "submitted_at": "2022-06-04T02:32:26Z",
    "title_canon_sha256": "b0524a7b14b9619edfd75649531013d84de77bff2af820e14deb04c668415653"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.01880",
    "kind": "arxiv",
    "version": 3
  }
}