Pith Number

pith:F4XIEIZE

pith:2023:F4XIEIZEAJMF7JBCBBLL7UX5BI

not attested not anchored not stored refs pending

Causal Explanations for Sequential Decision-Making in Multi-Agent Systems

Balint Gyevnar, Cheng Wang, Christopher G. Lucas, Shay B. Cohen, Stefano V. Albrecht

arxiv:2302.10809 v4 · 2023-02-21 · cs.AI · cs.RO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{F4XIEIZEAJMF7JBCBBLL7UX5BI}

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

Unveiling the Black Box: A Multi-Layer Framework for Explaining Reinforcement Learning-Based Cyber Agents

Receipt and verification

First computed	2026-07-05T07:44:52.949287Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2f2e82232402585fa4220856bfd2fd0a21420abef6f98eb689232c3290d4bb32

Aliases

arxiv: 2302.10809 · arxiv_version: 2302.10809v4 · doi: 10.48550/arxiv.2302.10809 · pith_short_12: F4XIEIZEAJMF · pith_short_16: F4XIEIZEAJMF7JBC · pith_short_8: F4XIEIZE

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/F4XIEIZEAJMF7JBCBBLL7UX5BI \
  | 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: 2f2e82232402585fa4220856bfd2fd0a21420abef6f98eb689232c3290d4bb32

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ba61a93684fa7aea0d3372947dd4d40693557e7c461944eb12af64b618eed6ff",
    "cross_cats_sorted": [
      "cs.RO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-02-21T16:34:07Z",
    "title_canon_sha256": "36017be9972503f743b85810693bfcfce0f902f37e51f027dbecaf80b5de651e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.10809",
    "kind": "arxiv",
    "version": 4
  }
}