Pith Number

pith:LQ5OYQUL

pith:2012:LQ5OYQULFIXYZOG6V75FM4XY6Q

not attested not anchored not stored refs pending

Safe Exploration in Markov Decision Processes

Pieter Abbeel, Teodor Mihai Moldovan

arxiv:1205.4810 v3 · 2012-05-22 · 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{LQ5OYQULFIXYZOG6V75FM4XY6Q}

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

4 papers in Pith

Learning the Arrow of Time

Sampling-Based Safe Reinforcement Learning

Concrete Problems in AI Safety

Safe reinforcement learning with online filtering for fatigue-predictive human-robot task planning and allocation in production

Receipt and verification

First computed	2026-05-18T03:51:35.084614Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5c3aec428b2a2f8cb8deaffa5672f8f428a8ba2003c578d6f863a73efa1b166a

Aliases

arxiv: 1205.4810 · arxiv_version: 1205.4810v3 · doi: 10.48550/arxiv.1205.4810 · pith_short_12: LQ5OYQULFIXY · pith_short_16: LQ5OYQULFIXYZOG6 · pith_short_8: LQ5OYQUL

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/LQ5OYQULFIXYZOG6V75FM4XY6Q \
  | 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: 5c3aec428b2a2f8cb8deaffa5672f8f428a8ba2003c578d6f863a73efa1b166a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "aaa39624845c806a106ee6f3c5a67557c66fb7a2291e6b775849ad439f9f5883",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2012-05-22T06:02:09Z",
    "title_canon_sha256": "2d4968b12c7d32b3901abd1d89456212df84466e8559ea0fa3f6dbfbe1c4c5b2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1205.4810",
    "kind": "arxiv",
    "version": 3
  }
}