Pith Number

pith:2RBPRATJ

pith:2023:2RBPRATJBLIVIPZQIKLWUTTKGR

not attested not anchored not stored refs pending

Learning Robust Policies for Uncertain Parametric Markov Decision Processes

Alessandro Abate, Kostas Margellos, Luke Rickard

arxiv:2312.06344 v2 · 2023-12-11 · eess.SY · cs.LO · cs.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2RBPRATJBLIVIPZQIKLWUTTKGR}

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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

Robust Markov Decision Processes: A Place Where AI and Formal Methods Meet

Receipt and verification

First computed	2026-07-05T08:19:21.282076Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d442f882690ad1543f3042976a4e6a3471f2ace7908e2e54f4e18ca5850dff2c

Aliases

arxiv: 2312.06344 · arxiv_version: 2312.06344v2 · doi: 10.48550/arxiv.2312.06344 · pith_short_12: 2RBPRATJBLIV · pith_short_16: 2RBPRATJBLIVIPZQ · pith_short_8: 2RBPRATJ

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/2RBPRATJBLIVIPZQIKLWUTTKGR \
  | 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: d442f882690ad1543f3042976a4e6a3471f2ace7908e2e54f4e18ca5850dff2c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "aae313a519ddc955f237f8d4ded72aface2b46b1af1b7657a6b120eecc81cd13",
    "cross_cats_sorted": [
      "cs.LO",
      "cs.SY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "eess.SY",
    "submitted_at": "2023-12-11T12:48:35Z",
    "title_canon_sha256": "485cd3c1a29162e5132f5161aa1322bc95738167652c676ed2dea4fc4ef400db"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.06344",
    "kind": "arxiv",
    "version": 2
  }
}