Pith Number

pith:XZQCHW5U

pith:2026:XZQCHW5UJT6YR6VDDAHJFBH2SC

not attested not anchored not stored refs pending

Heterogeneous Multi-Agent Reinforcement Learning for Radio Resource Management under Coupled Finite-Horizon Constraints

Songnam Hong, Sungweon Hong, Wonhyeok Ko, Yeonseo Jeong

arxiv:2608.01745 v1 · 2026-08-03 · 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{XZQCHW5UJT6YR6VDDAHJFBH2SC}

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	2026-08-04T02:06:42.903462Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

be6023dbb44cfd88faa3180e9284fa908dba04031bb12d884ab1e2390e2ee708

Aliases

arxiv: 2608.01745 · arxiv_version: 2608.01745v1 · doi: 10.48550/arxiv.2608.01745 · pith_short_12: XZQCHW5UJT6Y · pith_short_16: XZQCHW5UJT6YR6VD · pith_short_8: XZQCHW5U

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/XZQCHW5UJT6YR6VDDAHJFBH2SC \
  | 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: be6023dbb44cfd88faa3180e9284fa908dba04031bb12d884ab1e2390e2ee708

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bfb1f4d2023e0941b99e4d8027b1e10460442c387013c9d840988ae2daa05896",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-08-03T06:11:38Z",
    "title_canon_sha256": "6d3f00be31015876ec7aca70cc18333b837c227bf5edee99cebd5af373da0a4a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.01745",
    "kind": "arxiv",
    "version": 1
  }
}