Pith Number

pith:3UH7JJMV

pith:2022:3UH7JJMVCOTV6DHAWSOI3IQ4WD

not attested not anchored not stored refs pending

Structure-Enhanced Deep Reinforcement Learning for Optimal Transmission Scheduling

Branka Vucetic, Daniel E. Quevedo, Jiazheng Chen, Wanchun Liu, Yonghui Li

arxiv:2211.10827 v1 · 2022-11-20 · cs.IT · cs.AI · cs.LG · cs.SY · eess.SP · eess.SY · 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{3UH7JJMVCOTV6DHAWSOI3IQ4WD}

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	2026-07-05T09:26:18.262041Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dd0ff4a59513a75f0ce0b49c8da21cb0f80f9703ff46cfcaadc67bb4d62518ac

Aliases

arxiv: 2211.10827 · arxiv_version: 2211.10827v1 · doi: 10.48550/arxiv.2211.10827 · pith_short_12: 3UH7JJMVCOTV · pith_short_16: 3UH7JJMVCOTV6DHA · pith_short_8: 3UH7JJMV

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/3UH7JJMVCOTV6DHAWSOI3IQ4WD \
  | 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: dd0ff4a59513a75f0ce0b49c8da21cb0f80f9703ff46cfcaadc67bb4d62518ac

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0a5801ad0eab11e1f8c2effd287f5a20362c057dc7df813930c69b6a2c1c9fc1",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.SY",
      "eess.SP",
      "eess.SY",
      "math.IT"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.IT",
    "submitted_at": "2022-11-20T00:13:35Z",
    "title_canon_sha256": "7c2a9d32d3a55023bf2d5c447c7b66db44bc40ff40ee8eb37e567b89f28f4701"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.10827",
    "kind": "arxiv",
    "version": 1
  }
}