Pith Number

pith:IKL7SKEJ

pith:2019:IKL7SKEJIES3ZSLEWI4QDMDLGQ

not attested not anchored not stored refs pending

Finite-Time Performance of Distributed Temporal Difference Learning with Linear Function Approximation

Justin Romberg, Siva Theja Maguluri, Thinh T. Doan

arxiv:1907.12530 v2 · 2019-07-25 · math.OC · 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{IKL7SKEJIES3ZSLEWI4QDMDLGQ}

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

Fast Multi-Agent Temporal-Difference Learning via Homotopy Stochastic Primal-Dual Optimization

Receipt and verification

First computed	2026-07-05T00:32:38.870190Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4297f928894125bcc964b23901b06b343bf2c8bb8112e92d011a0d4fd760943e

Aliases

arxiv: 1907.12530 · arxiv_version: 1907.12530v2 · doi: 10.48550/arxiv.1907.12530 · pith_short_12: IKL7SKEJIES3 · pith_short_16: IKL7SKEJIES3ZSLE · pith_short_8: IKL7SKEJ

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/IKL7SKEJIES3ZSLEWI4QDMDLGQ \
  | 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: 4297f928894125bcc964b23901b06b343bf2c8bb8112e92d011a0d4fd760943e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c0b1af448e10a51816ba64f31106b2199eae8b3df92eb758b984749cbd77bdf4",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2019-07-25T18:32:43Z",
    "title_canon_sha256": "9552bfb807603b8abedcad57a86f402cdaf7deca1fc7666948a0c43d6233fff8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1907.12530",
    "kind": "arxiv",
    "version": 2
  }
}