Pith Number

pith:MJQ5N3T6

pith:2024:MJQ5N3T64MI7XSGH2ILATZMM7N

not attested not anchored not stored refs pending

Language Grounded Multi-agent Reinforcement Learning with Human-interpretable Communication

Behdad Chalaki, Charles Michael Lewis, Ehsan Moradi-Pari, Hossein Nourkhiz Mahjoub, Huao Li, Katia P Sycara, Kwonjoon Lee, Vaishnav Tadiparthi

arxiv:2409.17348 v2 · 2024-09-25 · 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{MJQ5N3T64MI7XSGH2ILATZMM7N}

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	2026-07-05T09:39:58.741042Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6261d6ee7ee311fbc8c7d21609e58cfb7f83d66f4f3d7e1100e2012a54385a7c

Aliases

arxiv: 2409.17348 · arxiv_version: 2409.17348v2 · doi: 10.48550/arxiv.2409.17348 · pith_short_12: MJQ5N3T64MI7 · pith_short_16: MJQ5N3T64MI7XSGH · pith_short_8: MJQ5N3T6

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/MJQ5N3T64MI7XSGH2ILATZMM7N \
  | 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: 6261d6ee7ee311fbc8c7d21609e58cfb7f83d66f4f3d7e1100e2012a54385a7c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "77045c1c1430a67042b7c34f95947c652b75976c37fe9473f324200c19485988",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2024-09-25T20:49:41Z",
    "title_canon_sha256": "d5bf6a0fe91579c1b84d2f73d5b10b20d34ec07b92b6892e9d9e8c0dd319d894"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.17348",
    "kind": "arxiv",
    "version": 2
  }
}