Pith Number

pith:T4NERQ5B

pith:2021:T4NERQ5BVZCDKRQBJNHHI7PWWJ

not attested not anchored not stored refs pending

Provably Efficient Cooperative Multi-Agent Reinforcement Learning with Function Approximation

Abhimanyu Dubey, Alex Pentland

arxiv:2103.04972 v1 · 2021-03-08 · cs.LG · cs.MA · 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{T4NERQ5BVZCDKRQBJNHHI7PWWJ}

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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

The Sample Complexity of Online Strategic Decision Making with Information Asymmetry and Knowledge Transportability

Receipt and verification

First computed	2026-07-05T02:26:56.452710Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9f1a48c3a1ae443546014b4e747df6b273a0cf3d79fdb9b4c5164edef120801f

Aliases

arxiv: 2103.04972 · arxiv_version: 2103.04972v1 · doi: 10.48550/arxiv.2103.04972 · pith_short_12: T4NERQ5BVZCD · pith_short_16: T4NERQ5BVZCDKRQB · pith_short_8: T4NERQ5B

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/T4NERQ5BVZCDKRQBJNHHI7PWWJ \
  | 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: 9f1a48c3a1ae443546014b4e747df6b273a0cf3d79fdb9b4c5164edef120801f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6699926beddd5c07a65d2159eef03bb38eef64ef15fc6e5dd5d30ab6749dc87a",
    "cross_cats_sorted": [
      "cs.MA",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-03-08T18:51:00Z",
    "title_canon_sha256": "01ee570f03a4747d8b78c5c57e24c590bc4d31ab075cc2e81e3d9f9c27af45a6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2103.04972",
    "kind": "arxiv",
    "version": 1
  }
}