Pith Number

pith:R3WEQOCX

pith:2025:R3WEQOCXHJXWBYPOG3TBEY5HE6

not attested not anchored not stored refs pending

Offline and Distributional Reinforcement Learning for Wireless Communications

Eslam Eldeeb, Hirley Alves

arxiv:2504.03804 v1 · 2025-04-04 · cs.LG · cs.MA · cs.NI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{R3WEQOCXHJXWBYPOG3TBEY5HE6}

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.

Cited by

1 paper in Pith

Hybrid-Adaptive Thread Tuning to Mitigate Simulation Execution Bottlenecks in High-Performance Reinforcement Learning Inference

Receipt and verification

First computed	2026-07-05T10:44:48.681059Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8eec4838573a6f60e1ee36e61263a72799351132a0dc3f2d114abb8b19fd20f2

Aliases

arxiv: 2504.03804 · arxiv_version: 2504.03804v1 · doi: 10.48550/arxiv.2504.03804 · pith_short_12: R3WEQOCXHJXW · pith_short_16: R3WEQOCXHJXWBYPO · pith_short_8: R3WEQOCX

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/R3WEQOCXHJXWBYPOG3TBEY5HE6 \
  | 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: 8eec4838573a6f60e1ee36e61263a72799351132a0dc3f2d114abb8b19fd20f2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ddc0464c18d5c9df7caefad1b9d9436559016f2ace09fbe5d1692ecd7959e945",
    "cross_cats_sorted": [
      "cs.MA",
      "cs.NI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-04-04T09:24:39Z",
    "title_canon_sha256": "4343e05e8027328823f9c864ba8a1fbb1e2c159e1d028e84e4fe7e0fb2e30d5f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.03804",
    "kind": "arxiv",
    "version": 1
  }
}