Pith Number

pith:JBFTEWEG

pith:2019:JBFTEWEGAOOA77NEIOI2NQ2J3Q

not attested not anchored not stored refs pending

Randomized Exploration for Non-Stationary Stochastic Linear Bandits

Ambuj Tewari, Baekjin Kim

arxiv:1912.05695 v5 · 2019-12-11 · 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{JBFTEWEGAOOA77NEIOI2NQ2J3Q}

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	2026-07-05T03:21:36.847574Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

484b325886039c0ffda44391a6c349dc25501cfb7a5333834093aebbfe19fa31

Aliases

arxiv: 1912.05695 · arxiv_version: 1912.05695v5 · doi: 10.48550/arxiv.1912.05695 · pith_short_12: JBFTEWEGAOOA · pith_short_16: JBFTEWEGAOOA77NE · pith_short_8: JBFTEWEG

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/JBFTEWEGAOOA77NEIOI2NQ2J3Q \
  | 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: 484b325886039c0ffda44391a6c349dc25501cfb7a5333834093aebbfe19fa31

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ae7882ad29fb3b418b0dc1aa0395d33aad3992bbedcea0cbc9e4c0799bc9cd08",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2019-12-11T23:34:12Z",
    "title_canon_sha256": "b3a4e5d3e4c9646b7b5e2b5c2059c387f2d5a50b11cc3d514740caae7fc45b55"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1912.05695",
    "kind": "arxiv",
    "version": 5
  }
}