pith. sign in
Pith Number

pith:2TPMF4VN

pith:2023:2TPMF4VNQHM2A5AY2TMKT4ABEA
not attested not anchored not stored refs pending

Distributionally Safe Reinforcement Learning under Model Uncertainty: A Single-Level Approach by Differentiable Convex Programming

Alaa Eddine Chriat, Chuangchuang Sun

arxiv:2310.02459 v1 · 2023-10-03 · cs.LG · cs.RO · cs.SY · eess.SY

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{2TPMF4VNQHM2A5AY2TMKT4ABEA}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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.
Receipt and verification
First computed 2026-07-05T06:56:57.631031Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

d4dec2f2ad81d9a07418d4d8a9f001202a6bf1ef414edcbf7d0d4217ec6972c5

Aliases

arxiv: 2310.02459 · arxiv_version: 2310.02459v1 · doi: 10.48550/arxiv.2310.02459 · pith_short_12: 2TPMF4VNQHM2 · pith_short_16: 2TPMF4VNQHM2A5AY · pith_short_8: 2TPMF4VN
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/2TPMF4VNQHM2A5AY2TMKT4ABEA \
  | 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: d4dec2f2ad81d9a07418d4d8a9f001202a6bf1ef414edcbf7d0d4217ec6972c5
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "29cd3bd940786d3483b711cfe855fc555112da1a91ceb4a46147a5f0ad4c9ae4",
    "cross_cats_sorted": [
      "cs.RO",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-03T22:05:05Z",
    "title_canon_sha256": "54dd9dda94e69b8a75d0bed298e23ca474b49fa8bc14157fcde978e57b2fca1e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.02459",
    "kind": "arxiv",
    "version": 1
  }
}