Pith Number

pith:KPIN2W5S

pith:2020:KPIN2W5SRRILEPALNYZFSECPM6

not attested not anchored not stored refs pending

Deep Q-Network Based Multi-agent Reinforcement Learning with Binary Action Agents

Abdul Mueed Hafiz, Ghulam Mohiuddin Bhat

arxiv:2008.04109 v1 · 2020-08-06 · cs.LG · cs.AI · cs.MA · cs.SY · eess.SY · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KPIN2W5SRRILEPALNYZFSECPM6}

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

1 paper in Pith

Overcoming Environmental Meta-Stationarity in MARL via Adaptive Curriculum and Counterfactual Group Advantage

Receipt and verification

First computed	2026-07-05T01:25:59.859336Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

53d0dd5bb28c50b23c0b6e3259104f67844bea46499109df3263f868ea49d21b

Aliases

arxiv: 2008.04109 · arxiv_version: 2008.04109v1 · doi: 10.48550/arxiv.2008.04109 · pith_short_12: KPIN2W5SRRIL · pith_short_16: KPIN2W5SRRILEPAL · pith_short_8: KPIN2W5S

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/KPIN2W5SRRILEPALNYZFSECPM6 \
  | 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: 53d0dd5bb28c50b23c0b6e3259104f67844bea46499109df3263f868ea49d21b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "743755e4e950b290b2a654780aedccea16fe6191977b6e2299a5c6fefa943948",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA",
      "cs.SY",
      "eess.SY",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-08-06T15:16:05Z",
    "title_canon_sha256": "4f200b3f8219416a2c187686106d9aa7fd3aa8bc9733ef8a088e31a787407687"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2008.04109",
    "kind": "arxiv",
    "version": 1
  }
}