Pith Number

pith:M6ICILQ2

pith:2021:M6ICILQ2TIKRVNJ5SCFD6NVYTQ

not attested not anchored not stored refs pending

Multi-Task Federated Reinforcement Learning with Adversaries

Aqeel Anwar, Arijit Raychowdhury

arxiv:2103.06473 v1 · 2021-03-11 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{M6ICILQ2TIKRVNJ5SCFD6NVYTQ}

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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

Approximated Behavioral Metric-based State Projection for Federated Reinforcement Learning

Receipt and verification

First computed	2026-07-05T02:22:09.379377Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6790242e1a9a151ab53d908a3f36b89c1a8dde973a2c3b366008390780a4c173

Aliases

arxiv: 2103.06473 · arxiv_version: 2103.06473v1 · doi: 10.48550/arxiv.2103.06473 · pith_short_12: M6ICILQ2TIKR · pith_short_16: M6ICILQ2TIKRVNJ5 · pith_short_8: M6ICILQ2

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/M6ICILQ2TIKRVNJ5SCFD6NVYTQ \
  | 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: 6790242e1a9a151ab53d908a3f36b89c1a8dde973a2c3b366008390780a4c173

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ce9a5eede0f81a180f121090f0d97f74005fa9535ea2b68ca03962caa4df9443",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-03-11T05:39:52Z",
    "title_canon_sha256": "a359449c136ca104414e974ee79baba9aa8fc96e2b8f5cf1bec507ca277cbd73"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2103.06473",
    "kind": "arxiv",
    "version": 1
  }
}