Pith Number

pith:3NLBJRZZ

pith:2025:3NLBJRZZOJ3L2N6J5WYDZOY2IB

not attested not anchored not stored refs pending

Faster Rates for No-Regret Learning in General Games via Cautious Optimism

Ashkan Soleymani, Gabriele Farina, Georgios Piliouras

arxiv:2503.24340 v1 · 2025-03-31 · cs.GT · cs.LG · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3NLBJRZZOJ3L2N6J5WYDZOY2IB}

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	2026-07-05T10:42:08.571965Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

db5614c7397276bd37c9edb03cbb1a4061055ce77f69f0789b58047238740c12

Aliases

arxiv: 2503.24340 · arxiv_version: 2503.24340v1 · doi: 10.48550/arxiv.2503.24340 · pith_short_12: 3NLBJRZZOJ3L · pith_short_16: 3NLBJRZZOJ3L2N6J · pith_short_8: 3NLBJRZZ

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/3NLBJRZZOJ3L2N6J5WYDZOY2IB \
  | 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: db5614c7397276bd37c9edb03cbb1a4061055ce77f69f0789b58047238740c12

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2fbd5dd0e212bf088c3b51da47d749d7d43afcf6cac0b837922a3124ecd1272f",
    "cross_cats_sorted": [
      "cs.LG",
      "math.OC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.GT",
    "submitted_at": "2025-03-31T17:25:33Z",
    "title_canon_sha256": "6a8a66df0afe828fcf0b0d5b2b8b9ad23edde4a164c1de810945abf216f6d7a9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.24340",
    "kind": "arxiv",
    "version": 1
  }
}