Pith Number

pith:LUOEGFC2

pith:2020:LUOEGFC2RZPV5J5QNSYA5EL433

not attested not anchored not stored refs pending

Projection-Based Constrained Policy Optimization

Justinian Rosca, Karthik Narasimhan, Peter J. Ramadge, Tsung-Yen Yang

arxiv:2010.03152 v1 · 2020-10-07 · cs.LG · cs.AI · cs.RO

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\usepackage{pith}
\pithnumber{LUOEGFC2RZPV5J5QNSYA5EL433}

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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

9 papers in Pith

Stationary Robust Mean-Field Games under Model Mismatches

Towards Value-Constrained Credit Assignment in Fully Delegated AI Cooperatives

PPO-EAL: Exact Augmented Lagrangian Proximal Policy Optimization for Safe Robotic Control

Stochastic Minimum-Cost Reach-Avoid Reinforcement Learning

Learning Reachability of Energy Storage Arbitrage

Receipt and verification

First computed	2026-07-05T01:41:00.361998Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5d1c43145a8e5f5ea7b06cb00e917cdeed35476e44d30c0dd50afadd03fc6674

Aliases

arxiv: 2010.03152 · arxiv_version: 2010.03152v1 · doi: 10.48550/arxiv.2010.03152 · pith_short_12: LUOEGFC2RZPV · pith_short_16: LUOEGFC2RZPV5J5Q · pith_short_8: LUOEGFC2

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/LUOEGFC2RZPV5J5QNSYA5EL433 \
  | 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: 5d1c43145a8e5f5ea7b06cb00e917cdeed35476e44d30c0dd50afadd03fc6674

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dc2f62e9ae4b93004efbf4ffe84b33b6eac3f801256cb5849b5e93c42a80a11e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.RO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-10-07T04:22:45Z",
    "title_canon_sha256": "eebc27bb4963abc7aefe03cf28989896a06f4e9286bf33d05800307205d9f03c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2010.03152",
    "kind": "arxiv",
    "version": 1
  }
}