Pith Number

pith:7UUIGZU7

pith:2016:7UUIGZU75ODO3RDBLP4OTKZEUC

not attested not anchored not stored refs pending

On the Identification and Mitigation of Weaknesses in the Knowledge Gradient Policy for Multi-Armed Bandits

James Edwards, Kevin Glazebrook, Paul Fearnhead

arxiv:1607.05970 v2 · 2016-07-20 · stat.ML · 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{7UUIGZU75ODO3RDBLP4OTKZEUC}

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	2026-05-18T00:46:55.636334Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fd2883669feb86edc4615bf8e9ab24a0b55a22f12598926f37a3a193f65bd78c

Aliases

arxiv: 1607.05970 · arxiv_version: 1607.05970v2 · doi: 10.48550/arxiv.1607.05970 · pith_short_12: 7UUIGZU75ODO · pith_short_16: 7UUIGZU75ODO3RDB · pith_short_8: 7UUIGZU7

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/7UUIGZU75ODO3RDBLP4OTKZEUC \
  | 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: fd2883669feb86edc4615bf8e9ab24a0b55a22f12598926f37a3a193f65bd78c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d64ff04b5312791e9c89568a45443ef95ef497702d8a1279a4c251d32f81f561",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2016-07-20T14:21:42Z",
    "title_canon_sha256": "0dd3fb5aad9859ba71cb4952d0e67297d4448fc17b3eff54a9b2230bf3a2a50f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1607.05970",
    "kind": "arxiv",
    "version": 2
  }
}