Pith Number

pith:33DXETSB

pith:2022:33DXETSBRD3RW35LOQBFXBG2MK

not attested not anchored not stored refs pending

On Adaptivity in Non-stationary Stochastic Optimization With Bandit Feedback

Yining Wang

arxiv:2210.05584 v1 · 2022-10-11 · 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{33DXETSBRD3RW35LOQBFXBG2MK}

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

Tracking Most Significant Shifts in Infinite-Armed Bandits

Receipt and verification

First computed	2026-07-05T05:05:18.240847Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dec7724e4188f71b6fab74025b84da6285e317b97099401f537d3b5f4c1963fd

Aliases

arxiv: 2210.05584 · arxiv_version: 2210.05584v1 · doi: 10.48550/arxiv.2210.05584 · pith_short_12: 33DXETSBRD3R · pith_short_16: 33DXETSBRD3RW35L · pith_short_8: 33DXETSB

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/33DXETSBRD3RW35LOQBFXBG2MK \
  | 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: dec7724e4188f71b6fab74025b84da6285e317b97099401f537d3b5f4c1963fd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "88cde9a21f2c6541b16d1fcbe675648cb537cad3551871a9aa59ce6e6084e477",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2022-10-11T16:16:34Z",
    "title_canon_sha256": "8b95fb9784331c98aafd06b73661fdcd1d23950b7d06f29d33406edea87a46f8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.05584",
    "kind": "arxiv",
    "version": 1
  }
}