Pith Number

pith:QKGZJF7D

pith:2019:QKGZJF7DFHRIOHXORHCSIJBSUY

not attested not anchored not stored refs pending

Fast and Furious Learning in Zero-Sum Games: Vanishing Regret with Non-Vanishing Step Sizes

Georgios Piliouras, James P. Bailey

arxiv:1905.04532 v1 · 2019-05-11 · cs.GT · cs.LG · 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{QKGZJF7DFHRIOHXORHCSIJBSUY}

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	2026-05-17T23:46:24.509700Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

828d9497e329e2871eee89c5242432a6081dbd1455010910cea57521fd56fe55

Aliases

arxiv: 1905.04532 · arxiv_version: 1905.04532v1 · doi: 10.48550/arxiv.1905.04532 · pith_short_12: QKGZJF7DFHRI · pith_short_16: QKGZJF7DFHRIOHXO · pith_short_8: QKGZJF7D

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/QKGZJF7DFHRIOHXORHCSIJBSUY \
  | 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: 828d9497e329e2871eee89c5242432a6081dbd1455010910cea57521fd56fe55

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b1a7a2552161e8f4c60ec96c6321732eec7a62d653acc6dc403ba7a87b5d6613",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.GT",
    "submitted_at": "2019-05-11T14:34:24Z",
    "title_canon_sha256": "a26aecd88ed6c6381110fc2e0765c79929939a69a0d1f503b306565aaf9d7b5a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1905.04532",
    "kind": "arxiv",
    "version": 1
  }
}