Pith Number

pith:LDXCDD7S

pith:2024:LDXCDD7SCZK6S7RIBZWEA4AMVN

not attested not anchored not stored refs pending

A Neuro-Symbolic Approach to Multi-Agent RL for Interpretability and Probabilistic Decision Making

Alexander Gray, Aporva Amarnath, Chitra Subramanian, Jonathan Lenchner, Miao Liu, Naweed Khan, Ryan Riegel, Sarathkrishna Swaminathan

arxiv:2402.13440 v1 · 2024-02-21 · cs.AI · cs.NE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LDXCDD7SCZK6S7RIBZWEA4AMVN}

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.

Receipt and verification

First computed	2026-07-05T07:47:32.363476Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

58ee218ff21655e97e280e6c40700cab6d88cb307a264148992917c5fe601a85

Aliases

arxiv: 2402.13440 · arxiv_version: 2402.13440v1 · doi: 10.48550/arxiv.2402.13440 · pith_short_12: LDXCDD7SCZK6 · pith_short_16: LDXCDD7SCZK6S7RI · pith_short_8: LDXCDD7S

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/LDXCDD7SCZK6S7RIBZWEA4AMVN \
  | 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: 58ee218ff21655e97e280e6c40700cab6d88cb307a264148992917c5fe601a85

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5b2dfc5c07de761c31aff49aafc59919e8c045718bd129b267e5d8bc062af759",
    "cross_cats_sorted": [
      "cs.NE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-02-21T00:16:08Z",
    "title_canon_sha256": "3f7d542ea6c8e0d3374034c986d1aa54d6b21c8781087cb62d4321d9d0c91df3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.13440",
    "kind": "arxiv",
    "version": 1
  }
}