Pith Number

pith:I5REZLIR

pith:2022:I5REZLIRD7WBBD66JJWZ6ZM2GX

not attested not anchored not stored refs pending

Challenging Common Assumptions in Convex Reinforcement Learning

Marcello Restelli, Mirco Mutti, Piersilvio De Bartolomeis, Riccardo De Santi

arxiv:2202.01511 v3 · 2022-02-03 · 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{I5REZLIRD7WBBD66JJWZ6ZM2GX}

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

The Geometry of Nonlinear Reinforcement Learning

Receipt and verification

First computed	2026-07-05T05:36:15.588174Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

47624cad111fec108fde4a6d9f659a35e807aea7b268ec81fbb251256e6b6ac3

Aliases

arxiv: 2202.01511 · arxiv_version: 2202.01511v3 · doi: 10.48550/arxiv.2202.01511 · pith_short_12: I5REZLIRD7WB · pith_short_16: I5REZLIRD7WBBD66 · pith_short_8: I5REZLIR

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/I5REZLIRD7WBBD66JJWZ6ZM2GX \
  | 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: 47624cad111fec108fde4a6d9f659a35e807aea7b268ec81fbb251256e6b6ac3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "87774645f03df3bffb74be521ff757908ef180599f2c1a83dc5ac66618925388",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-02-03T10:47:10Z",
    "title_canon_sha256": "bbb41df82ae6214eb90bf9461565b854c5e2617e13311d03c5b8fb81af28e611"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.01511",
    "kind": "arxiv",
    "version": 3
  }
}