pith. sign in
Pith Number

pith:2L4BPT6H

pith:2020:2L4BPT6HXFNPAEQIRMUC5ZKPZX
not attested not anchored not stored refs pending

Multi-Agent Reinforcement Learning for Problems with Combined Individual and Team Reward

Hassam Ullah Sheikh, Ladislau B\"ol\"oni

arxiv:2003.10598 v1 · 2020-03-24 · cs.MA · cs.AI · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{2L4BPT6HXFNPAEQIRMUC5ZKPZX}

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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.
Receipt and verification
First computed 2026-07-05T00:50:18.834026Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

d2f817cfc7b95af012088b282ee54fcdde336918c13a1ab55ae5ed10f23a176f

Aliases

arxiv: 2003.10598 · arxiv_version: 2003.10598v1 · doi: 10.48550/arxiv.2003.10598 · pith_short_12: 2L4BPT6HXFNP · pith_short_16: 2L4BPT6HXFNPAEQI · pith_short_8: 2L4BPT6H
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/2L4BPT6HXFNPAEQIRMUC5ZKPZX \
  | 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: d2f817cfc7b95af012088b282ee54fcdde336918c13a1ab55ae5ed10f23a176f
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "cba54c9d15f5da75e9205b843be50715048a7a0ead1927a974f2b82cfea8b997",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2020-03-24T00:55:37Z",
    "title_canon_sha256": "40315619828f5713f38f08ad84181e9a7c8813d0525546848ab5c22d30d49c22"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2003.10598",
    "kind": "arxiv",
    "version": 1
  }
}