Pith Number

pith:VTPTINMX

pith:2020:VTPTINMX2NKCQAQLQHFQWRZ5HX

not attested not anchored not stored refs pending

Scalable Multi-Agent Inverse Reinforcement Learning via Actor-Attention-Critic

Derek Nowrouzezahrai, Joelle Pineau, Paul Barde, Wonseok Jeon

arxiv:2002.10525 v1 · 2020-02-24 · cs.MA · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VTPTINMX2NKCQAQLQHFQWRZ5HX}

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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

Symmetry-Guided Multi-Agent Inverse Reinforcement Learning

Receipt and verification

First computed	2026-07-05T00:43:22.695662Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

acdf343597d35428020b81cb0b473d3de9bc92aabd2b75fcdfe385cc9e816a65

Aliases

arxiv: 2002.10525 · arxiv_version: 2002.10525v1 · doi: 10.48550/arxiv.2002.10525 · pith_short_12: VTPTINMX2NKC · pith_short_16: VTPTINMX2NKCQAQL · pith_short_8: VTPTINMX

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/VTPTINMX2NKCQAQLQHFQWRZ5HX \
  | 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: acdf343597d35428020b81cb0b473d3de9bc92aabd2b75fcdfe385cc9e816a65

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f73ed89ff981f3cbff6d1111d5ac3c8836f2b3fffdfbff8b6db36b9e5e781904",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2020-02-24T20:30:45Z",
    "title_canon_sha256": "a12bf90fb438da0e4f94ebd32359f646ea6809318ae9a9f9b24582d3a415a9c6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2002.10525",
    "kind": "arxiv",
    "version": 1
  }
}