Pith Number

pith:7XNI5N4S

pith:2025:7XNI5N4SDL546N5UJNWHEIWOOV

not attested not anchored not stored refs pending

Geometry Meets Incentives: Sample-Efficient Incentivized Exploration with Linear Contexts

Benjamin Schiffer, Mark Sellke

arxiv:2506.01685 v1 · 2025-06-02 · cs.GT · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7XNI5N4SDL546N5UJNWHEIWOOV}

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	2026-07-05T11:14:17.865071Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fdda8eb7921afbcf37b44b6c7222ce755cb7539104ee588ae54395c6ad711dd2

Aliases

arxiv: 2506.01685 · arxiv_version: 2506.01685v1 · doi: 10.48550/arxiv.2506.01685 · pith_short_12: 7XNI5N4SDL54 · pith_short_16: 7XNI5N4SDL546N5U · pith_short_8: 7XNI5N4S

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/7XNI5N4SDL546N5UJNWHEIWOOV \
  | 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: fdda8eb7921afbcf37b44b6c7222ce755cb7539104ee588ae54395c6ad711dd2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "21a486dee191020707c60c96a2ca7813b56cfdff9b130e9c7c5c5c16b92c1186",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.GT",
    "submitted_at": "2025-06-02T13:50:00Z",
    "title_canon_sha256": "e25173f0d2f1f60e0f42ed95569cb1692172d6b1aeac0082dc172f172a89a680"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.01685",
    "kind": "arxiv",
    "version": 1
  }
}