Pith Number

pith:FMZFCQGW

pith:2021:FMZFCQGWNLVMWA5PAYHMSCHDRH

not attested not anchored not stored refs pending

Safe Deep Reinforcement Learning for Multi-Agent Systems with Continuous Action Spaces

Athina Nisioti, Dario Pavllo, Dimitris Gkouletsos, Jonas Kohler, Konstantinos Zisis, Ziyad Sheebaelhamd

arxiv:2108.03952 v2 · 2021-08-09 · cs.LG · cs.RO

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

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\usepackage{pith}
\pithnumber{FMZFCQGWNLVMWA5PAYHMSCHDRH}

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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

Constraint-Aware Reinforcement Learning via Adaptive Action Scaling

Receipt and verification

First computed	2026-07-05T03:05:04.284064Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2b325140d66aeacb03af060ec908e389c95210a7731c2a5b53ceffb8abcf532d

Aliases

arxiv: 2108.03952 · arxiv_version: 2108.03952v2 · doi: 10.48550/arxiv.2108.03952 · pith_short_12: FMZFCQGWNLVM · pith_short_16: FMZFCQGWNLVMWA5P · pith_short_8: FMZFCQGW

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/FMZFCQGWNLVMWA5PAYHMSCHDRH \
  | 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: 2b325140d66aeacb03af060ec908e389c95210a7731c2a5b53ceffb8abcf532d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3327de982f454d2534c232bf14de1b750e8e6ed7f090d5c659821b40d01061fc",
    "cross_cats_sorted": [
      "cs.RO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-08-09T11:33:46Z",
    "title_canon_sha256": "ec5292ac44ad6ef5c56337862387b8c4e41ef7ee38a7a7d8fce26cb327d75ea0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2108.03952",
    "kind": "arxiv",
    "version": 2
  }
}