Pith Number

pith:LMBEHSRA

pith:2026:LMBEHSRAF75QTK7YJJOVDBEAKV

not attested not anchored not stored refs pending

Optimism Stabilizes Thompson Sampling for Adaptive Inference

Han Zhong, Shunxing Yan

arxiv:2602.06014 v2 · 2026-02-05 · cs.LG · cs.AI · math.OC · math.ST · stat.ML · 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{LMBEHSRAF75QTK7YJJOVDBEAKV}

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

Bandit Simulation for Average Reward Inference

Receipt and verification

First computed	2026-06-19T16:09:54.509907Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5b0243ca202ffb09abf84a5d518480555a138adbcd8bcb7b11ea770e7407081d

Aliases

arxiv: 2602.06014 · arxiv_version: 2602.06014v2 · doi: 10.48550/arxiv.2602.06014 · pith_short_12: LMBEHSRAF75Q · pith_short_16: LMBEHSRAF75QTK7Y · pith_short_8: LMBEHSRA

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/LMBEHSRAF75QTK7YJJOVDBEAKV \
  | 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: 5b0243ca202ffb09abf84a5d518480555a138adbcd8bcb7b11ea770e7407081d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "71b48e32ba4644e4e5ad784251a475ff7f1c1760e5f1efec9ee1007cf0ac183f",
    "cross_cats_sorted": [
      "cs.AI",
      "math.OC",
      "math.ST",
      "stat.ML",
      "stat.TH"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-02-05T18:52:54Z",
    "title_canon_sha256": "5805c8e5603ec5c4694e54304413f8f01572d465c9f88d4d837f27795053241b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2602.06014",
    "kind": "arxiv",
    "version": 2
  }
}