Pith Number

pith:XZB32CA4

pith:2020:XZB32CA4CBU4L5565FGXODLBPN

not attested not anchored not stored refs pending

Multi-agent Reinforcement Learning for Resource Allocation in IoT networks with Edge Computing

Jiadong Yu, Xiaolan Liu, Yue Gao

arxiv:2004.02315 v1 · 2020-04-05 · eess.SP · 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{XZB32CA4CBU4L5565FGXODLBPN}

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	2026-07-05T00:52:57.858979Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

be43bd081c1069c5f7bee94d770d617b5e1e2653a8505a05a66f4fe8bf6e078b

Aliases

arxiv: 2004.02315 · arxiv_version: 2004.02315v1 · doi: 10.48550/arxiv.2004.02315 · pith_short_12: XZB32CA4CBU4 · pith_short_16: XZB32CA4CBU4L556 · pith_short_8: XZB32CA4

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/XZB32CA4CBU4L5565FGXODLBPN \
  | 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: be43bd081c1069c5f7bee94d770d617b5e1e2653a8505a05a66f4fe8bf6e078b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "01b23aa718a17a3070029f29e9591e71c971b60e3a730e410daf59ac309fceea",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.SP",
    "submitted_at": "2020-04-05T20:59:20Z",
    "title_canon_sha256": "46d672519649ebace789fb692288616643485c39741d8acaedb5cd4d0c920b43"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2004.02315",
    "kind": "arxiv",
    "version": 1
  }
}