Pith Number

pith:DONDIQLO

pith:2018:DONDIQLO3MAE7YEMMMVY7FGQS7

not attested not anchored not stored refs pending

Distributive Dynamic Spectrum Access through Deep Reinforcement Learning: A Reservoir Computing Based Approach

Haibo He, Hao-Hsuan Chang, Hao Song, Jianzhong Zhang, Lingjia Liu, Yang Yi

arxiv:1810.11758 v1 · 2018-10-28 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DONDIQLO3MAE7YEMMMVY7FGQS7}

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	2026-05-18T00:02:07.501070Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1b9a34416edb004fe08c632b8f94d097e43d77156c113a02db98d3f2a6f8e20c

Aliases

arxiv: 1810.11758 · arxiv_version: 1810.11758v1 · doi: 10.48550/arxiv.1810.11758 · pith_short_12: DONDIQLO3MAE · pith_short_16: DONDIQLO3MAE7YEM · pith_short_8: DONDIQLO

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/DONDIQLO3MAE7YEMMMVY7FGQS7 \
  | 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: 1b9a34416edb004fe08c632b8f94d097e43d77156c113a02db98d3f2a6f8e20c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c7aa2d036683c8c50f36b79e4dee3723ae8eb71064898e414ba05171562a0bf7",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-10-28T04:02:27Z",
    "title_canon_sha256": "def51a3dcfef725cd735bf2fda4af63b7c499542396f0e66b5849bd92ac44397"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1810.11758",
    "kind": "arxiv",
    "version": 1
  }
}