Pith Number

pith:AALOQM6Z

pith:2020:AALOQM6Z2KYU63PLKTWJ3I7BWJ

not attested not anchored not stored refs pending

Robust Constrained-MDPs: Soft-Constrained Robust Policy Optimization under Model Uncertainty

Jeroen van Baar, Mouhacine Benosman, Reazul Hasan Russel

arxiv:2010.04870 v1 · 2020-10-10 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AALOQM6Z2KYU63PLKTWJ3I7BWJ}

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

5 papers in Pith

Characterization and Analysis of Emergency Landing Flight Envelopes with Graded Safety Specifications

Robust Shielding for Safe Reinforcement Learning

Near-Optimal Policy Identification in Robust Constrained Markov Decision Processes via Epigraph Form

Revisiting Subgradient Dominance in Robust MDPs: Counterexamples, Hardness, and Sufficient Conditions

Optimistic Policy Learning under Pessimistic Adversaries with Regret and Violation Guarantees

Receipt and verification

First computed	2026-07-05T01:42:00.173365Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0016e833d9d2b14f6deb54ec9da3e1b27a1cf18ce6c0b2ef45f6e111ef8f9261

Aliases

arxiv: 2010.04870 · arxiv_version: 2010.04870v1 · doi: 10.48550/arxiv.2010.04870 · pith_short_12: AALOQM6Z2KYU · pith_short_16: AALOQM6Z2KYU63PL · pith_short_8: AALOQM6Z

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/AALOQM6Z2KYU63PLKTWJ3I7BWJ \
  | 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: 0016e833d9d2b14f6deb54ec9da3e1b27a1cf18ce6c0b2ef45f6e111ef8f9261

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "78748146145eeb976e97e115e443d4bbf3b280aa7647a0fef671f0587e11e3dc",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-10-10T01:53:37Z",
    "title_canon_sha256": "8eb359fd52d11f6ec751e78bbed6e2c7ad8466f145a27b596c51d1c11c4c71ad"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2010.04870",
    "kind": "arxiv",
    "version": 1
  }
}