Pith Number

pith:H2H76J4Y

pith:2024:H2H76J4Y2UPBD2FO7JF6P2QYD4

not attested not anchored not stored refs pending

Learning Emergence of Interaction Patterns across Independent RL Agents in Multi-Agent Environments

Almuatazbellah Boker, Hoda Eldardiry, Suat Gumussoy, Vasanth Reddy Baddam

arxiv:2410.02516 v1 · 2024-10-03 · cs.MA · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{H2H76J4Y2UPBD2FO7JF6P2QYD4}

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	2026-07-05T09:15:22.166487Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3e8fff2798d51e11e8aefa4be7ea181f1c1160ddccfe231f58d8f98209c5f9b9

Aliases

arxiv: 2410.02516 · arxiv_version: 2410.02516v1 · doi: 10.48550/arxiv.2410.02516 · pith_short_12: H2H76J4Y2UPB · pith_short_16: H2H76J4Y2UPBD2FO · pith_short_8: H2H76J4Y

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/H2H76J4Y2UPBD2FO7JF6P2QYD4 \
  | 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: 3e8fff2798d51e11e8aefa4be7ea181f1c1160ddccfe231f58d8f98209c5f9b9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "932365b674b3ca40daf81cfc1b1c943f6e3684703ae17dfd8f0d9a97934962e8",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2024-10-03T14:25:02Z",
    "title_canon_sha256": "3cebcc71d4e4312cade22449dea7a52c815e1a31b1b8956a5b3addca44e9a25f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.02516",
    "kind": "arxiv",
    "version": 1
  }
}