Pith Number

pith:RUH4WIBF

pith:2022:RUH4WIBF2JBC3XYM3ZFKOIO2U3

not attested not anchored not stored refs pending

Differentiated Federated Reinforcement Learning Based Traffic Offloading on Space-Air-Ground Integrated Networks

Fengxiao Tang, Ming Zhao, Nei Kato, Xin Yao, Yeguang Qin, Yilin Yang

arxiv:2212.02075 v4 · 2022-12-05 · cs.NI · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RUH4WIBF2JBC3XYM3ZFKOIO2U3}

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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	2026-07-05T08:45:20.200898Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8d0fcb2025d2422ddf0cde4aa721daa6e4cab1c9cd99007d5bcec2c39d3a81ba

Aliases

arxiv: 2212.02075 · arxiv_version: 2212.02075v4 · doi: 10.48550/arxiv.2212.02075 · pith_short_12: RUH4WIBF2JBC · pith_short_16: RUH4WIBF2JBC3XYM · pith_short_8: RUH4WIBF

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/RUH4WIBF2JBC3XYM3ZFKOIO2U3 \
  | 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: 8d0fcb2025d2422ddf0cde4aa721daa6e4cab1c9cd99007d5bcec2c39d3a81ba

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8210cb9a3e718fa94ce4b23135c49f1370c2a2000bc89b462e41d952af01922d",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2022-12-05T07:40:29Z",
    "title_canon_sha256": "0d7c7e0543a7739bf9a3aef5fd269e66f507e68503872063c6a48dcd2be36167"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.02075",
    "kind": "arxiv",
    "version": 4
  }
}