Pith Number

pith:6C67FSBQ

pith:2025:6C67FSBQFLGUUCXZCRZOAIXKVD

not attested not anchored not stored refs pending

Improve the Training Efficiency of DRL for Wireless Communication Resource Allocation: The Role of Generative Diffusion Models

Jiadong Yu, Xinren Zhang

arxiv:2502.07211 v1 · 2025-02-11 · 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{6C67FSBQFLGUUCXZCRZOAIXKVD}

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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

From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks

Receipt and verification

First computed	2026-07-05T10:12:34.284474Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f0bdf2c8302acd4a0af91472e022eaa8ea267a605df6a61f20b018bf031ae2f0

Aliases

arxiv: 2502.07211 · arxiv_version: 2502.07211v1 · doi: 10.48550/arxiv.2502.07211 · pith_short_12: 6C67FSBQFLGU · pith_short_16: 6C67FSBQFLGUUCXZ · pith_short_8: 6C67FSBQ

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/6C67FSBQFLGUUCXZCRZOAIXKVD \
  | 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: f0bdf2c8302acd4a0af91472e022eaa8ea267a605df6a61f20b018bf031ae2f0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9d891707bd73988419b875e7b2d4820a935fd1e3a7946cc7df035c8613a1e638",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-11T03:09:45Z",
    "title_canon_sha256": "3eeff39d5e8ae2b602d707ed756da46824cbb7cec78c77c1344eeaf8bd0d73be"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.07211",
    "kind": "arxiv",
    "version": 1
  }
}