Pith Number

pith:LPJKFYLO

pith:2026:LPJKFYLOG5FR2DAPTAXEZATZ4J

not attested not anchored not stored refs pending

Formal Verification of Learned Multi-Agent Communication Policies via Decision Tree Distillation

Ahmad Farooq, Kamran Iqbal

arxiv:2606.19632 v1 · 2026-06-17 · cs.RO · cs.AI · cs.LG · cs.LO · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LPJKFYLOG5FR2DAPTAXEZATZ4J}

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	2026-06-19T16:12:30.847269Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5bd2a2e16e374b1d0c0f982e4c8279e243de970b789e201f33be0b8c635d3ca1

Aliases

arxiv: 2606.19632 · arxiv_version: 2606.19632v1 · doi: 10.48550/arxiv.2606.19632 · pith_short_12: LPJKFYLOG5FR · pith_short_16: LPJKFYLOG5FR2DAP · pith_short_8: LPJKFYLO

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/LPJKFYLOG5FR2DAPTAXEZATZ4J \
  | 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: 5bd2a2e16e374b1d0c0f982e4c8279e243de970b789e201f33be0b8c635d3ca1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f82b74558c7df79b353937fed2ade0a715d082e0b7c9e65099d2ef71f6350fcb",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.LO",
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.RO",
    "submitted_at": "2026-06-17T22:22:28Z",
    "title_canon_sha256": "059e77af5ad2f563b03d82eb1a30325d657882167f4ee5fccdef48b8469e73ad"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.19632",
    "kind": "arxiv",
    "version": 1
  }
}