Pith Number

pith:DVFFWQWR

pith:2026:DVFFWQWRMOSUMDYAZOH32RUTN7

not attested not anchored not stored refs pending

Enhancing the MADDPG Algorithm for Multi-Agent Learning via Action Inference and Importance Sampling

Hamza Khan, Jason Liu, Marc Walden, Ryan Liu, Shaashwath Sivakumar

arxiv:2606.05021 v1 · 2026-06-03 · 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{DVFFWQWRMOSUMDYAZOH32RUTN7}

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	2026-06-04T01:10:02.431001Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1d4a5b42d163a5460f00cb8fbd46936fe7a52415e8cfe133b81315db1f2e2d04

Aliases

arxiv: 2606.05021 · arxiv_version: 2606.05021v1 · doi: 10.48550/arxiv.2606.05021 · pith_short_12: DVFFWQWRMOSU · pith_short_16: DVFFWQWRMOSUMDYA · pith_short_8: DVFFWQWR

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/DVFFWQWRMOSUMDYAZOH32RUTN7 \
  | 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: 1d4a5b42d163a5460f00cb8fbd46936fe7a52415e8cfe133b81315db1f2e2d04

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "42b86733a55007613821099b049b82aaaba31a1640dba00cdb11c3164230696d",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-03T15:44:56Z",
    "title_canon_sha256": "068d80b19a5d5bdcda34d58ffdad9cc59570c45f6b197c3a6c904826677a0e74"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.05021",
    "kind": "arxiv",
    "version": 1
  }
}