Pith Number

pith:O7FOWDAI

pith:2019:O7FOWDAIU7RKDBQFT27JUNZG57

not attested not anchored not stored refs pending

Finite-Time Analysis of Distributed TD(0) with Linear Function Approximation for Multi-Agent Reinforcement Learning

Justin Romberg, Siva Theja Maguluri, Thinh T. Doan

arxiv:1902.07393 v2 · 2019-02-20 · math.OC

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\usepackage{pith}
\pithnumber{O7FOWDAIU7RKDBQFT27JUNZG57}

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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

A Communication-Efficient Multi-Agent Actor-Critic Algorithm for Distributed Reinforcement Learning

Receipt and verification

First computed	2026-05-17T23:44:29.315551Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

77caeb0c08a7e2a186059ebe9a3726efe6d17c59095c8855bfe0c0e55f2a604b

Aliases

arxiv: 1902.07393 · arxiv_version: 1902.07393v2 · doi: 10.48550/arxiv.1902.07393 · pith_short_12: O7FOWDAIU7RK · pith_short_16: O7FOWDAIU7RKDBQF · pith_short_8: O7FOWDAI

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/O7FOWDAIU7RKDBQFT27JUNZG57 \
  | 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: 77caeb0c08a7e2a186059ebe9a3726efe6d17c59095c8855bfe0c0e55f2a604b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0b586daa2295c56cd91cce549079eef5798bdf2c8064298b9dd308563bbad0ff",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2019-02-20T03:52:47Z",
    "title_canon_sha256": "6471a9b16f5c99ca74352020f883cb51523c1d165d89de36da43503c743e1f95"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1902.07393",
    "kind": "arxiv",
    "version": 2
  }
}