Pith Number

pith:LGDUTRGD

pith:2017:LGDUTRGDNZID23VHZUA35P642O

not attested not anchored not stored refs pending

Reinforcement Learning with Budget-Constrained Nonparametric Function Approximation for Opportunistic Spectrum Access

David Romero, Theodoros Tsiligkaridis

arxiv:1706.04546 v2 · 2017-06-14 · cs.IT · cs.LG · math.IT · 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{LGDUTRGDNZID23VHZUA35P642O}

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	2026-05-18T00:12:44.005595Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

598749c4c36e503d6ea7cd01bebfdcd3a500b0520f052786b432d36218b9edb9

Aliases

arxiv: 1706.04546 · arxiv_version: 1706.04546v2 · doi: 10.48550/arxiv.1706.04546 · pith_short_12: LGDUTRGDNZID · pith_short_16: LGDUTRGDNZID23VH · pith_short_8: LGDUTRGD

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/LGDUTRGDNZID23VHZUA35P642O \
  | 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: 598749c4c36e503d6ea7cd01bebfdcd3a500b0520f052786b432d36218b9edb9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f6e62f17f6315036879a451ba6c1a6efe4ff8b7151049fedded7a077d243b584",
    "cross_cats_sorted": [
      "cs.LG",
      "math.IT",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IT",
    "submitted_at": "2017-06-14T15:44:52Z",
    "title_canon_sha256": "1e84bd1d0f9a91be0438b75b6a761b912c6439afc6eddbfb1cab7bd4f1f1de12"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1706.04546",
    "kind": "arxiv",
    "version": 2
  }
}