Pith Number

pith:DLYDOTUH

pith:2018:DLYDOTUHXJHN3MML3BT7JCMGYO

not attested not anchored not stored refs pending

Soft-Robust Actor-Critic Policy-Gradient

Daniel J. Mankowitz, Esther Derman, Shie Mannor, Timothy A. Mann

arxiv:1803.04848 v2 · 2018-03-11 · cs.LG · cs.AI · 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{DLYDOTUHXJHN3MML3BT7JCMGYO}

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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

DR-SAC: Distributionally Robust Soft Actor-Critic for Reinforcement Learning under Uncertainty

Receipt and verification

First computed	2026-05-18T00:02:27.897616Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1af0374e87ba4eddb18bd867f48986c391a36ae9b5e1a7c3d98d95b959b2f814

Aliases

arxiv: 1803.04848 · arxiv_version: 1803.04848v2 · doi: 10.48550/arxiv.1803.04848 · pith_short_12: DLYDOTUHXJHN · pith_short_16: DLYDOTUHXJHN3MML · pith_short_8: DLYDOTUH

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/DLYDOTUHXJHN3MML3BT7JCMGYO \
  | 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: 1af0374e87ba4eddb18bd867f48986c391a36ae9b5e1a7c3d98d95b959b2f814

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "47422effae2298562797731d0884e4665532cb3853d4170e4346fc4ee29540ed",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-03-11T09:43:20Z",
    "title_canon_sha256": "0452d2e8ae64c116cf1296d71ca435b3129cd7ad2cf483664c61e4536f3e8a91"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1803.04848",
    "kind": "arxiv",
    "version": 2
  }
}