Pith Number

pith:M3RYMVRC

pith:2021:M3RYMVRCBAD7GIZSOYIPDL7UDP

not attested not anchored not stored refs pending

Safe Reinforcement Learning with Linear Function Approximation

Christos Thrampoulidis, Lin F. Yang, Sanae Amani

arxiv:2106.06239 v1 · 2021-06-11 · 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{M3RYMVRCBAD7GIZSOYIPDL7UDP}

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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

Constrained Online Decision-Making: A Unified Framework

Receipt and verification

First computed	2026-07-05T02:48:27.611938Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

66e38656220807f323327610f1aff41bd7f9f66e604a6f719cf230f91646f491

Aliases

arxiv: 2106.06239 · arxiv_version: 2106.06239v1 · doi: 10.48550/arxiv.2106.06239 · pith_short_12: M3RYMVRCBAD7 · pith_short_16: M3RYMVRCBAD7GIZS · pith_short_8: M3RYMVRC

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/M3RYMVRCBAD7GIZSOYIPDL7UDP \
  | 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: 66e38656220807f323327610f1aff41bd7f9f66e604a6f719cf230f91646f491

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b8d3d4e0e240283ae5767e382b551617ecfdcfad523cc4b18b28fbb7e48e4b88",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-06-11T08:46:57Z",
    "title_canon_sha256": "82fc0356f982f09a6f927bed866c12d60ebe5c3ac8cd029f7c5dcc728b57c335"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.06239",
    "kind": "arxiv",
    "version": 1
  }
}