Pith Number

pith:NBSLF4B4

pith:2024:NBSLF4B4K5TH6EL6SX5R2HID3O

not attested not anchored not stored refs pending

Easy as ABCs: Unifying Boltzmann Q-Learning and Counterfactual Regret Minimization

David C. Parkes, Hugh Zhang, Luca D'Amico-Wong, Marc Lanctot

arxiv:2402.11835 v1 · 2024-02-19 · cs.LG · cs.GT · 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{NBSLF4B4K5TH6EL6SX5R2HID3O}

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	2026-07-05T07:46:45.065793Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6864b2f03c57667f117e95fb1d1d03dba78344d8b7d011abbd29ba2faf56063b

Aliases

arxiv: 2402.11835 · arxiv_version: 2402.11835v1 · doi: 10.48550/arxiv.2402.11835 · pith_short_12: NBSLF4B4K5TH · pith_short_16: NBSLF4B4K5TH6EL6 · pith_short_8: NBSLF4B4

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/NBSLF4B4K5TH6EL6SX5R2HID3O \
  | 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: 6864b2f03c57667f117e95fb1d1d03dba78344d8b7d011abbd29ba2faf56063b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b391c556757ba168a045ff5c50f22df2ab3d6d529e8598e6fddcc1fed3414bb0",
    "cross_cats_sorted": [
      "cs.GT",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-19T04:58:39Z",
    "title_canon_sha256": "49252d4c8f2297de00a3a6eba0799987f16c462c391f2a14b13d9bce14dafe34"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.11835",
    "kind": "arxiv",
    "version": 1
  }
}