Pith Number

pith:OT44IFSR

pith:2022:OT44IFSRN3DJDPWZC2256WWWUV

not attested not anchored not stored refs pending

Fast online inference for nonlinear contextual bandit based on Generative Adversarial Network

Shou De Lin, Yun Da Tsai

arxiv:2202.08867 v1 · 2022-02-17 · 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{OT44IFSRN3DJDPWZC2256WWWUV}

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

1 paper in Pith

Generalizing Large Language Model Usability Across Resource-Constrained

Receipt and verification

First computed	2026-07-05T03:58:07.160504Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

74f9c416516ec691bed916b5df5ad6a57a6b4d0fa76e26775702022c132dc6ce

Aliases

arxiv: 2202.08867 · arxiv_version: 2202.08867v1 · doi: 10.48550/arxiv.2202.08867 · pith_short_12: OT44IFSRN3DJ · pith_short_16: OT44IFSRN3DJDPWZ · pith_short_8: OT44IFSR

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/OT44IFSRN3DJDPWZC2256WWWUV \
  | 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: 74f9c416516ec691bed916b5df5ad6a57a6b4d0fa76e26775702022c132dc6ce

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ed9753fe031932897d3e7f8640e0c0f5ef0fb2848362612f60809352b36bc2ef",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-02-17T19:11:48Z",
    "title_canon_sha256": "f43bbc4433e6a76f9d886833f01b783362f3a572dae08e9c58ff8311b979d321"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.08867",
    "kind": "arxiv",
    "version": 1
  }
}