Pith Number

pith:6ONI75DE

pith:2020:6ONI75DEVGPPLSJWNOLOCDPGZK

not attested not anchored not stored refs pending

Nonstationary Reinforcement Learning with Linear Function Approximation

Ashish Jagmohan, Huozhi Zhou, Jinglin Chen, Lav R. Varshney

arxiv:2010.04244 v3 · 2020-10-08 · 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{6ONI75DEVGPPLSJWNOLOCDPGZK}

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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

Sequential Change Detection for Learning in Piecewise Stationary Bandit Environments

Receipt and verification

First computed	2026-07-05T08:07:25.236203Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f39a8ff464a99ef5c9366b96e10de6caa0212302894ea5a7800c55404a8e25fb

Aliases

arxiv: 2010.04244 · arxiv_version: 2010.04244v3 · doi: 10.48550/arxiv.2010.04244 · pith_short_12: 6ONI75DEVGPP · pith_short_16: 6ONI75DEVGPPLSJW · pith_short_8: 6ONI75DE

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/6ONI75DEVGPPLSJWNOLOCDPGZK \
  | 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: f39a8ff464a99ef5c9366b96e10de6caa0212302894ea5a7800c55404a8e25fb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8a7f1b4bee079a8a2d2ca3a4c058c9df4cbe9e57550a5891a0a0d2779283f537",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-10-08T20:07:44Z",
    "title_canon_sha256": "e090331981ead3e9f55ca6489a68a48ce810d4c493643de60079665eaf619700"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2010.04244",
    "kind": "arxiv",
    "version": 3
  }
}