Pith Number

pith:J5K4MKQK

pith:2025:J5K4MKQK4R5HI57X2FP54BM5SN

not attested not anchored not stored refs pending

Risk-sensitive Actor-Critic with Static Spectral Risk Measures for Online and Offline Reinforcement Learning

Hyejin Ku, Mehrdad Moghimi

arxiv:2507.03900 v1 · 2025-07-05 · cs.LG · 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{J5K4MKQK4R5HI57X2FP54BM5SN}

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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

Position: Deployed Reinforcement Learning should be Continual

Receipt and verification

First computed	2026-07-05T11:32:36.955673Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4f55c62a0ae47a7477f7d15fde059d9356944e94d65cf784de45b3890ff21f8a

Aliases

arxiv: 2507.03900 · arxiv_version: 2507.03900v1 · doi: 10.48550/arxiv.2507.03900 · pith_short_12: J5K4MKQK4R5H · pith_short_16: J5K4MKQK4R5HI57X · pith_short_8: J5K4MKQK

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/J5K4MKQK4R5HI57X2FP54BM5SN \
  | 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: 4f55c62a0ae47a7477f7d15fde059d9356944e94d65cf784de45b3890ff21f8a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "eb7df3868720a0842ba57450debadec402d54f0696b13b128a1568be70e9bec8",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-05T04:41:54Z",
    "title_canon_sha256": "dc27f9d64a2685289792565bd2a2e629902302de1381b92205257af1a87b8d19"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.03900",
    "kind": "arxiv",
    "version": 1
  }
}