Pith Number

pith:ROTBDD6W

pith:2020:ROTBDD6WBKF3JS2O3J74MDX5KB

not attested not anchored not stored refs pending

Soft-Robust Algorithms for Batch Reinforcement Learning

Elita A. Lobo, Marek Petrik, Mohammad Ghavamzadeh

arxiv:2011.14495 v2 · 2020-11-30 · cs.LG · cs.AI · 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{ROTBDD6WBKF3JS2O3J74MDX5KB}

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.

Cited by

1 paper in Pith

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

Receipt and verification

First computed	2026-07-05T02:18:45.482869Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8ba6118fd60a8bb4cb4eda7fc60efd505a13e3d7ce007336a83219184f690a03

Aliases

arxiv: 2011.14495 · arxiv_version: 2011.14495v2 · doi: 10.48550/arxiv.2011.14495 · pith_short_12: ROTBDD6WBKF3 · pith_short_16: ROTBDD6WBKF3JS2O · pith_short_8: ROTBDD6W

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/ROTBDD6WBKF3JS2O3J74MDX5KB \
  | 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: 8ba6118fd60a8bb4cb4eda7fc60efd505a13e3d7ce007336a83219184f690a03

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9ef78ba82c758872ec6f26d400291184a58646a02e2e874aa3f79f6f28c2bc0f",
    "cross_cats_sorted": [
      "cs.AI",
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-11-30T01:36:16Z",
    "title_canon_sha256": "5d61cb88811ce9e0a6754762aa69d6d6e21570ad55fc827c0125840d0fd3a9ec"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2011.14495",
    "kind": "arxiv",
    "version": 2
  }
}