Pith Number

pith:R6WUXAEV

pith:2021:R6WUXAEVFH3DVDC4G7TO3NFFSF

not attested not anchored not stored refs pending

Multi-Agent Off-Policy TD Learning: Finite-Time Analysis with Near-Optimal Sample Complexity and Communication Complexity

Rongrong Chen, Yi Zhou, Ziyi Chen

arxiv:2103.13147 v1 · 2021-03-24 · cs.LG · cs.MA · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{R6WUXAEVFH3DVDC4G7TO3NFFSF}

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.

Receipt and verification

First computed	2026-07-05T02:26:06.398004Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8fad4b809529f63a8c5c37e6edb4a59140c458abe48fe1f847dbbf5916f4069a

Aliases

arxiv: 2103.13147 · arxiv_version: 2103.13147v1 · doi: 10.48550/arxiv.2103.13147 · pith_short_12: R6WUXAEVFH3D · pith_short_16: R6WUXAEVFH3DVDC4 · pith_short_8: R6WUXAEV

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/R6WUXAEVFH3DVDC4G7TO3NFFSF \
  | 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: 8fad4b809529f63a8c5c37e6edb4a59140c458abe48fe1f847dbbf5916f4069a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "67ee0706879901fd4d856814d2fea2ff229341b82f00000b344d8f579f55b1cb",
    "cross_cats_sorted": [
      "cs.MA",
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-03-24T12:48:08Z",
    "title_canon_sha256": "f0be4114bb997d605f6cc80a83fc4994dc1c21e15a3239d2fa3ca8b291ddec09"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2103.13147",
    "kind": "arxiv",
    "version": 1
  }
}