Pith Number

pith:E75O74GA

pith:2024:E75O74GAA6FQLCSN4JCJL3NXYQ

not attested not anchored not stored refs pending

Efficient Exploration for LLMs

Benjamin Van Roy, Botao Hao, Seyed Mohammad Asghari, Vikranth Dwaracherla

arxiv:2402.00396 v2 · 2024-02-01 · cs.LG · cs.AI · cs.CL · stat.ME · 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{E75O74GAA6FQLCSN4JCJL3NXYQ}

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

3 papers in Pith

Test-Time Alignment via Hypothesis Reweighting

Epistemic Uncertainty for Test-Time Discovery

Optimality of Sub-network Laplace Approximations: New Results and Methods

Receipt and verification

First computed	2026-07-05T08:27:24.519930Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

27faeff0c0078b058a4de24495edb7c41988e9f9d7193a128a604cd30ce28fc2

Aliases

arxiv: 2402.00396 · arxiv_version: 2402.00396v2 · doi: 10.48550/arxiv.2402.00396 · pith_short_12: E75O74GAA6FQ · pith_short_16: E75O74GAA6FQLCSN · pith_short_8: E75O74GA

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/E75O74GAA6FQLCSN4JCJL3NXYQ \
  | 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: 27faeff0c0078b058a4de24495edb7c41988e9f9d7193a128a604cd30ce28fc2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "897e517ea2700bf0d4f72a01c93b0bd12f79ee9c3b8d18b3da34bea2c4b66a14",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "stat.ME",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-01T07:32:24Z",
    "title_canon_sha256": "669de6dc01b7b229e57a29e2384fadc70d07671f6a57350adeabac864d12b4e3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.00396",
    "kind": "arxiv",
    "version": 2
  }
}