Pith Number

pith:4JT2UNKD

pith:2024:4JT2UNKD77R446R3UPY2F4Q2MJ

not attested not anchored not stored refs pending

Geometric Active Exploration in Markov Decision Processes: the Benefit of Abstraction

Andreas Krause, Federico Arangath Joseph, Mirco Mutti, Noah Liniger, Riccardo De Santi

arxiv:2407.13364 v1 · 2024-07-18 · 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{4JT2UNKD77R446R3UPY2F4Q2MJ}

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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

How to Interpret Agent Behavior

Receipt and verification

First computed	2026-07-05T08:45:38.005058Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e267aa3543ffe3ce7a3ba3f1a2f21a627fc03d480ea4e6addf8572871b3c4b0a

Aliases

arxiv: 2407.13364 · arxiv_version: 2407.13364v1 · doi: 10.48550/arxiv.2407.13364 · pith_short_12: 4JT2UNKD77R4 · pith_short_16: 4JT2UNKD77R446R3 · pith_short_8: 4JT2UNKD

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/4JT2UNKD77R446R3UPY2F4Q2MJ \
  | 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: e267aa3543ffe3ce7a3ba3f1a2f21a627fc03d480ea4e6addf8572871b3c4b0a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f4c6f958e73c51ef822f04f25399f465819e7814d0c9aa420a7f90cdf703087f",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-18T10:15:51Z",
    "title_canon_sha256": "df1a18de737fbe576294c74005b70644bece52c734974135e793a9b11d9112cd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.13364",
    "kind": "arxiv",
    "version": 1
  }
}