Pith Number

pith:ETN7A7G2

pith:2024:ETN7A7G234VQ656NPGSFUGWF7F

not attested not anchored not stored refs pending

Exploiting Symmetry in Dynamics for Model-Based Reinforcement Learning with Asymmetric Rewards

Murat Arcak, Neelay Junnarkar, Yasin Sonmez

arxiv:2403.19024 v3 · 2024-03-27 · cs.LG · cs.AI · cs.RO · cs.SY · eess.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{ETN7A7G234VQ656NPGSFUGWF7F}

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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

Symmetries-enhanced Multi-Agent Reinforcement Learning

Receipt and verification

First computed	2026-07-05T08:56:18.252059Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

24dbf07cdadf2b0f77cd79a45a1ac5f95602e597153aaf6bd7ac7ec8d633d6b8

Aliases

arxiv: 2403.19024 · arxiv_version: 2403.19024v3 · doi: 10.48550/arxiv.2403.19024 · pith_short_12: ETN7A7G234VQ · pith_short_16: ETN7A7G234VQ656N · pith_short_8: ETN7A7G2

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/ETN7A7G234VQ656NPGSFUGWF7F \
  | 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: 24dbf07cdadf2b0f77cd79a45a1ac5f95602e597153aaf6bd7ac7ec8d633d6b8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bfb2e51e75c6506df84705f1529ae36e37e2c3b6fc2360995f52e46a03724b74",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.RO",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-03-27T21:31:46Z",
    "title_canon_sha256": "d78704adf6dc4462df4b10345520e22bd69805e466b3ee1f168c4dcb4f469444"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.19024",
    "kind": "arxiv",
    "version": 3
  }
}