Pith Number

pith:YJBREWYP

pith:2024:YJBREWYPZESSBWGS7APFSOBXAR

not attested not anchored not stored refs pending

A Survey of Constraint Formulations in Safe Reinforcement Learning

Akifumi Wachi, Xun Shen, Yanan Sui

arxiv:2402.02025 v2 · 2024-02-03 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YJBREWYPZESSBWGS7APFSOBXAR}

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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

5 papers in Pith

Transferable Reinforcement Learning via Probabilistic Latent Embeddings and Dynamic Policy Adaptation for Sim-to-Real Deployment

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From Cumulative Constraints to Adaptive Runtime Safety Control for Nonstationary Reinforcement Learning

Safe Continual Reinforcement Learning under Nonstationarity via Adaptive Safety Constraints

Vision-Language-Action Safety: Threats, Challenges, Evaluations, and Mechanisms

Receipt and verification

First computed	2026-07-05T08:16:46.901200Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c243125b0fc92520d8d2f81e593837046ef23228076dca7826e1145fe908f969

Aliases

arxiv: 2402.02025 · arxiv_version: 2402.02025v2 · doi: 10.48550/arxiv.2402.02025 · pith_short_12: YJBREWYPZESS · pith_short_16: YJBREWYPZESSBWGS · pith_short_8: YJBREWYP

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/YJBREWYPZESSBWGS7APFSOBXAR \
  | 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: c243125b0fc92520d8d2f81e593837046ef23228076dca7826e1145fe908f969

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6420ef948a0efdffd9bfce3c335040150013d99006eafea0e927d40e92ea0285",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-03T04:40:31Z",
    "title_canon_sha256": "74f9a7f98e2f34c033da5c7903d4cddd1162b5b516bf7af87316d980c7b4cc39"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.02025",
    "kind": "arxiv",
    "version": 2
  }
}