Pith Number

pith:SSYCKOKQ

pith:2025:SSYCKOKQWRDXBGEH5YONR4YGJF

not attested not anchored not stored refs pending

Average Reward Reinforcement Learning for Wireless Radio Resource Management

Cong Shen, Jing Yang, Kun Yang

arxiv:2501.06700 v1 · 2025-01-12 · cs.IT · cs.LG · cs.NI · eess.SP · math.IT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SSYCKOKQWRDXBGEH5YONR4YGJF}

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	2026-07-05T10:00:08.803546Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

94b0253950b447709887ee1cd8f3064950f9bdd6bb64e8f36d0ce0850662c869

Aliases

arxiv: 2501.06700 · arxiv_version: 2501.06700v1 · doi: 10.48550/arxiv.2501.06700 · pith_short_12: SSYCKOKQWRDX · pith_short_16: SSYCKOKQWRDXBGEH · pith_short_8: SSYCKOKQ

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/SSYCKOKQWRDXBGEH5YONR4YGJF \
  | 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: 94b0253950b447709887ee1cd8f3064950f9bdd6bb64e8f36d0ce0850662c869

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "243b5247ec37296b922700da0b48aa9de04e5a7000f38544b6bcb306c66e6212",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.NI",
      "eess.SP",
      "math.IT"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IT",
    "submitted_at": "2025-01-12T03:45:14Z",
    "title_canon_sha256": "43fa5121e1eac99fef60dd9dca0176bc3df3714148d554b7f4f313ec150ba24d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.06700",
    "kind": "arxiv",
    "version": 1
  }
}