Pith Number

pith:CO3SRGKY

pith:2015:CO3SRGKYTPPBDPAQA2SI2JZGXH

not attested not anchored not stored refs pending

TSEB: More Efficient Thompson Sampling for Policy Learning

Balaraman Ravindran, P. Prasanna, Sarath Chandar

arxiv:1510.02874 v1 · 2015-10-10 · 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{CO3SRGKYTPPBDPAQA2SI2JZGXH}

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	2026-05-18T01:30:33.509599Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

13b72899589bde11bc1006a48d2726b9e6416713c1c5efa2ae850e7f7986005e

Aliases

arxiv: 1510.02874 · arxiv_version: 1510.02874v1 · doi: 10.48550/arxiv.1510.02874 · pith_short_12: CO3SRGKYTPPB · pith_short_16: CO3SRGKYTPPBDPAQ · pith_short_8: CO3SRGKY

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/CO3SRGKYTPPBDPAQA2SI2JZGXH \
  | 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: 13b72899589bde11bc1006a48d2726b9e6416713c1c5efa2ae850e7f7986005e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8923ee0129bfeba63a0badfc05a87aac4146e154fa077e5d259c570978e0817e",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2015-10-10T04:16:08Z",
    "title_canon_sha256": "d370ce1b7478adf01b7483d62a008d5ff21b5b6bade1f7a424159ed25915f96d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1510.02874",
    "kind": "arxiv",
    "version": 1
  }
}