Pith Number

pith:RCVWN2C6

pith:2025:RCVWN2C6DIXAWN4DAKJOWVCXTH

not attested not anchored not stored refs pending

Contextual Bandit Optimization with Pre-Trained Neural Networks

Mikhail Terekhov

arxiv:2501.06258 v1 · 2025-01-09 · 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{RCVWN2C6DIXAWN4DAKJOWVCXTH}

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	2026-07-05T10:00:00.008716Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

88ab66e85e1a2e0b37830292eb545799c47c06f3930ee61bc244d49624415672

Aliases

arxiv: 2501.06258 · arxiv_version: 2501.06258v1 · doi: 10.48550/arxiv.2501.06258 · pith_short_12: RCVWN2C6DIXA · pith_short_16: RCVWN2C6DIXAWN4D · pith_short_8: RCVWN2C6

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/RCVWN2C6DIXAWN4DAKJOWVCXTH \
  | 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: 88ab66e85e1a2e0b37830292eb545799c47c06f3930ee61bc244d49624415672

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a0d6debeb403c8282110486e65d8cb549cd1e0911d4f09c7aad19272952c83cc",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-09T10:21:19Z",
    "title_canon_sha256": "641bc8ce5da1cb84aaa3661a1e673821dede860f63447edb3e923c0a1380b6fd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.06258",
    "kind": "arxiv",
    "version": 1
  }
}