Pith Number

pith:BB2HMX7B

pith:2020:BB2HMX7BKGTAPYRDLCB3TY6VKC

not attested not anchored not stored refs pending

Upper Confidence Primal-Dual Reinforcement Learning for CMDP with Adversarial Loss

Jieping Ye, Shuang Qiu, Xiaohan Wei, Zhaoran Wang, Zhuoran Yang

arxiv:2003.00660 v3 · 2020-03-02 · cs.LG · math.OC · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BB2HMX7BKGTAPYRDLCB3TY6VKC}

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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

2 papers in Pith

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

Safe Continual Reinforcement Learning under Nonstationarity via Adaptive Safety Constraints

Receipt and verification

First computed	2026-07-05T03:23:04.171934Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0874765fe151a607e2235883b9e3d5508dec61197c10806443ddb29d20e8e896

Aliases

arxiv: 2003.00660 · arxiv_version: 2003.00660v3 · doi: 10.48550/arxiv.2003.00660 · pith_short_12: BB2HMX7BKGTA · pith_short_16: BB2HMX7BKGTAPYRD · pith_short_8: BB2HMX7B

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/BB2HMX7BKGTAPYRDLCB3TY6VKC \
  | 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: 0874765fe151a607e2235883b9e3d5508dec61197c10806443ddb29d20e8e896

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7f94e92d5215bc4bd938744783b0e4c6950abfda0ea6c0eab2d35d854547f248",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-03-02T05:02:23Z",
    "title_canon_sha256": "c6a9033c0dbd6c9c40fc1ea253d3637aef1b264cebccceff50c4705edcd5f6fc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2003.00660",
    "kind": "arxiv",
    "version": 3
  }
}