Pith Number

pith:VTN7CONW

pith:2017:VTN7CONWSEJ5DRJA2JRUM6TF2W

not attested not anchored not stored refs pending

Lenient Multi-Agent Deep Reinforcement Learning

Daan Bloembergen, Gregory Palmer, Karl Tuyls, Rahul Savani

arxiv:1707.04402 v2 · 2017-07-14 · cs.MA · cs.AI · 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{VTN7CONWSEJ5DRJA2JRUM6TF2W}

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.

Cited by

2 papers in Pith

Centralized Adaptive Sampling for Reliable Co-Training of Independent Multi-Agent Policies

The Price of Paranoia: Robust Risk-Sensitive Cooperation in Non-Stationary Multi-Agent Reinforcement Learning

Receipt and verification

First computed	2026-05-18T00:22:28.880369Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

acdbf139b69113d1c520d263467a65d5836b2d04cf49b072cbfc3e3b7dee8559

Aliases

arxiv: 1707.04402 · arxiv_version: 1707.04402v2 · doi: 10.48550/arxiv.1707.04402 · pith_short_12: VTN7CONWSEJ5 · pith_short_16: VTN7CONWSEJ5DRJA · pith_short_8: VTN7CONW

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/VTN7CONWSEJ5DRJA2JRUM6TF2W \
  | 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: acdbf139b69113d1c520d263467a65d5836b2d04cf49b072cbfc3e3b7dee8559

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "24f583914cfd0e5331b5380aad951b2631d583f97edcf70fa1650772065a261d",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2017-07-14T07:33:20Z",
    "title_canon_sha256": "313685eb8065153d40293c40030b7238e238ea25170c0f887c3bee44f9ea6c7b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1707.04402",
    "kind": "arxiv",
    "version": 2
  }
}