Pith Number

pith:I6HFWRSC

pith:2021:I6HFWRSC6AHD7SZIU6HOCJQFNF

not attested not anchored not stored refs pending

Reinforcement Learning with External Knowledge by using Logical Neural Networks

Akifumi Wachi, Alexander Gray, Asim Munawar, Daiki Kimura, Michiaki Tatsubori, Ryosuke Kohita, Subhajit Chaudhury

arxiv:2103.02363 v1 · 2021-03-03 · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{I6HFWRSC6AHD7SZIU6HOCJQFNF}

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

Integrating Neurosymbolic AI in Advanced Air Mobility: A Comprehensive Survey

Receipt and verification

First computed	2026-07-05T02:20:03.634659Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

478e5b4642f00e3fcb28a78ee12605694ffccc4ae5867e0c1d449f1a400a0f5d

Aliases

arxiv: 2103.02363 · arxiv_version: 2103.02363v1 · doi: 10.48550/arxiv.2103.02363 · pith_short_12: I6HFWRSC6AHD · pith_short_16: I6HFWRSC6AHD7SZI · pith_short_8: I6HFWRSC

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/I6HFWRSC6AHD7SZIU6HOCJQFNF \
  | 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: 478e5b4642f00e3fcb28a78ee12605694ffccc4ae5867e0c1d449f1a400a0f5d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "905a97652dc900888b238922376bbc3ff298ea532bc3de1de0804ebdaf24823f",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2021-03-03T12:34:59Z",
    "title_canon_sha256": "99b8253fb8d4eb88086af288099922bef460e369e06b8e1264f1c639de8cbd15"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2103.02363",
    "kind": "arxiv",
    "version": 1
  }
}