Pith Number

pith:O2ATHKSC

pith:2025:O2ATHKSCZGS73OUSYIBS6775RJ

not attested not anchored not stored refs pending

Communication-Enhanced Tutoring for Efficient Decentralized Multi-Agent Reinforcement Learning

Bogusz Stefa\'nczyk, Dominik Bogucki, {\L}ukasz Lepak, Maciej Wojtala, Pawe{\l} Wawrzy\'nski

arxiv:2508.13661 v4 · 2025-08-19 · cs.LG · 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{O2ATHKSCZGS73OUSYIBS6775RJ}

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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

MASK: Multi-Agent Semantic K-Scheduling for Risk-Sensitive 6G Robotics

Receipt and verification

First computed	2026-08-06T01:37:08.457963Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

768133aa42c9a5fdba92c2032f7ffd8a7eb7d8dad22b6d53d95fa8c975f8b5e9

Aliases

arxiv: 2508.13661 · arxiv_version: 2508.13661v4 · doi: 10.48550/arxiv.2508.13661 · pith_short_12: O2ATHKSCZGS7 · pith_short_16: O2ATHKSCZGS73OUS · pith_short_8: O2ATHKSC

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/O2ATHKSCZGS73OUSYIBS6775RJ \
  | 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: 768133aa42c9a5fdba92c2032f7ffd8a7eb7d8dad22b6d53d95fa8c975f8b5e9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bae64af6336089535f7fb8cd32e51a2b353665b81177a08fbe692235111afea1",
    "cross_cats_sorted": [
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-08-19T09:08:48Z",
    "title_canon_sha256": "8d126e10b5c61bf09c39521b13114d24a177fcabe653beac1d600d5a19c7dabc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.13661",
    "kind": "arxiv",
    "version": 4
  }
}