Pith Number

pith:EFAVD6SN

pith:2020:EFAVD6SNKGEOAV3H5UDB3U67DU

not attested not anchored not stored refs pending

Neurosymbolic Reinforcement Learning with Formally Verified Exploration

Abhinav Verma, Greg Anderson, Isil Dillig, Swarat Chaudhuri

arxiv:2009.12612 v2 · 2020-09-26 · 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{EFAVD6SNKGEOAV3H5UDB3U67DU}

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

Commonsense Reasoning-Aided Autonomous Vehicle Systems

Receipt and verification

First computed	2026-07-05T01:46:03.002972Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

214151fa4d5188e05767ed061dd3df1d1469e13abc5373ef8b188ae392a38c95

Aliases

arxiv: 2009.12612 · arxiv_version: 2009.12612v2 · doi: 10.48550/arxiv.2009.12612 · pith_short_12: EFAVD6SNKGEO · pith_short_16: EFAVD6SNKGEOAV3H · pith_short_8: EFAVD6SN

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/EFAVD6SNKGEOAV3H5UDB3U67DU \
  | 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: 214151fa4d5188e05767ed061dd3df1d1469e13abc5373ef8b188ae392a38c95

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2c2639380e0ba72a90624d2b8d7b18665131d1ffc031955f31ddb2f06b37a22a",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-09-26T14:51:04Z",
    "title_canon_sha256": "3e6b2276e8a5e20f0a45cc7c06879ac3ee96a8119b63fa08ce48e839860ddfe8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2009.12612",
    "kind": "arxiv",
    "version": 2
  }
}