Pith Number

pith:2ODDSZFD

pith:2026:2ODDSZFDRFM6ACJR3U25NGIQRQ

not attested not anchored not stored refs pending

Periodic Bootstrap Thompson Sampling For Periodically Non-Stationary Bandit Problems

Boning Shao

arxiv:2607.16986 v1 · 2026-07-18 · 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{2ODDSZFDRFM6ACJR3U25NGIQRQ}

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	2026-07-21T01:21:09.398518Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d3863964a38959e00931dd35d699108c04b54d0095b04f6bf3d585f313fca38e

Aliases

arxiv: 2607.16986 · arxiv_version: 2607.16986v1 · doi: 10.48550/arxiv.2607.16986 · pith_short_12: 2ODDSZFDRFM6 · pith_short_16: 2ODDSZFDRFM6ACJR · pith_short_8: 2ODDSZFD

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/2ODDSZFDRFM6ACJR3U25NGIQRQ \
  | 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: d3863964a38959e00931dd35d699108c04b54d0095b04f6bf3d585f313fca38e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "42071d4eb34b4c1e24525b8e9dc81deb8e4bc0dd648b34c2e8a83ffefc99de88",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-07-18T22:29:25Z",
    "title_canon_sha256": "78ada1e64fe34591dd47e5aec9d862430fa0d49ebdc96ed08ad25a017ca4f451"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.16986",
    "kind": "arxiv",
    "version": 1
  }
}