Pith Number

pith:AS447S6F

pith:2024:AS447S6FR4MPJVAJJ2TIP4PTXK

not attested not anchored not stored refs pending

Offline and Distributional Reinforcement Learning for Radio Resource Management

Eslam Eldeeb, Hirley Alves

arxiv:2409.16764 v2 · 2024-09-25 · cs.LG · cs.AI · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AS447S6FR4MPJVAJJ2TIP4PTXK}

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

Resilient UAV Trajectory Planning via Few-Shot Meta-Offline Reinforcement Learning

Receipt and verification

First computed	2026-07-05T10:04:17.754752Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

04b9cfcbc58f18f4d4094ea687f1f3baaca07a6f14f49316152f4fdd828ce1dd

Aliases

arxiv: 2409.16764 · arxiv_version: 2409.16764v2 · doi: 10.48550/arxiv.2409.16764 · pith_short_12: AS447S6FR4MP · pith_short_16: AS447S6FR4MPJVAJ · pith_short_8: AS447S6F

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/AS447S6FR4MPJVAJJ2TIP4PTXK \
  | 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: 04b9cfcbc58f18f4d4094ea687f1f3baaca07a6f14f49316152f4fdd828ce1dd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b7e05aaeba2156514ea862c2c2cc4bf4b2d0d205d21361ea456d9e9737482130",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-09-25T09:22:23Z",
    "title_canon_sha256": "80d008e0ce4283cc355793aa866ec385a7836b02449be0b9c513da728684fc2e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.16764",
    "kind": "arxiv",
    "version": 2
  }
}