Pith Number

pith:6SAJZHIH

pith:2023:6SAJZHIH5TIBYEUXGIFYJ6PCGN

not attested not anchored not stored refs pending

Adversarial Rewards in Universal Learning for Contextual Bandits

Moise Blanchard, Patrick Jaillet, Steve Hanneke

arxiv:2302.07186 v2 · 2023-02-14 · stat.ML · cs.LG · math.ST · stat.TH

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6SAJZHIH5TIBYEUXGIFYJ6PCGN}

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

Contextual bandits with entropy-based human feedback

Receipt and verification

First computed	2026-07-05T06:19:39.220870Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f4809c9d07ecd01c1297320b84f9e2334e90c4fa0eff55e4f411705144d94396

Aliases

arxiv: 2302.07186 · arxiv_version: 2302.07186v2 · doi: 10.48550/arxiv.2302.07186 · pith_short_12: 6SAJZHIH5TIB · pith_short_16: 6SAJZHIH5TIBYEUX · pith_short_8: 6SAJZHIH

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/6SAJZHIH5TIBYEUXGIFYJ6PCGN \
  | 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: f4809c9d07ecd01c1297320b84f9e2334e90c4fa0eff55e4f411705144d94396

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8faee0b467d16db55c049b073602f9b47e7bcab9e5fe108e97048f639dc5adfc",
    "cross_cats_sorted": [
      "cs.LG",
      "math.ST",
      "stat.TH"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2023-02-14T16:54:22Z",
    "title_canon_sha256": "88a9ed1228b29feedba8582885069746e7f66fb48618e285253337c1c34c3f62"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.07186",
    "kind": "arxiv",
    "version": 2
  }
}