Pith Number

pith:M7SX6D75

pith:2023:M7SX6D75SOC5FW3H4IDCCUIJ23

not attested not anchored not stored refs pending

A Definition of Non-Stationary Bandits

Benjamin Van Roy, Xu Kuang, Yueyang Liu

arxiv:2302.12202 v2 · 2023-02-23 · cs.LG · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{M7SX6D75SOC5FW3H4IDCCUIJ23}

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

2 papers in Pith

Space-sampled Value Decay: Forgetting Mechanisms for Non-stationary Deep Reinforcement Learning

No-regret optimization of time-varying bilevel problems

Receipt and verification

First computed	2026-07-05T06:35:26.356599Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

67e57f0ffd9385d2db67e206215109d6da88fcee47f89b41bb3dbafcbb629ff8

Aliases

arxiv: 2302.12202 · arxiv_version: 2302.12202v2 · doi: 10.48550/arxiv.2302.12202 · pith_short_12: M7SX6D75SOC5 · pith_short_16: M7SX6D75SOC5FW3H · pith_short_8: M7SX6D75

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/M7SX6D75SOC5FW3H4IDCCUIJ23 \
  | 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: 67e57f0ffd9385d2db67e206215109d6da88fcee47f89b41bb3dbafcbb629ff8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e75431b8f6c426f4e49fae7d10dd1ca2e3cecc073795c5a8f807929f09510b8e",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-23T17:55:11Z",
    "title_canon_sha256": "b6cd4c449568311346caa9fd0d51367fccb65d7423db15a2e8e64f5137f91327"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.12202",
    "kind": "arxiv",
    "version": 2
  }
}