Pith Number

pith:BGILYCN6

pith:2025:BGILYCN64TP3OTLSK5M7JYIK63

not attested not anchored not stored refs pending

Koopman-Based Generalization of Deep Reinforcement Learning With Application to Wireless Communications

Atefeh Termehchi, Ekram Hossain, Isaac Woungang

arxiv:2503.02961 v2 · 2025-03-04 · cs.LG · cs.IT · 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{BGILYCN64TP3OTLSK5M7JYIK63}

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

6G Cellular Networks: Mapping the Landscape for the IMT-2030 Framework

Receipt and verification

First computed	2026-07-05T11:45:32.167241Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0990bc09bee4dfb74d725759f4e10af6e829a7d4901f69dc99bf8a0fc4271b3c

Aliases

arxiv: 2503.02961 · arxiv_version: 2503.02961v2 · doi: 10.48550/arxiv.2503.02961 · pith_short_12: BGILYCN64TP3 · pith_short_16: BGILYCN64TP3OTLS · pith_short_8: BGILYCN6

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/BGILYCN64TP3OTLSK5M7JYIK63 \
  | 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: 0990bc09bee4dfb74d725759f4e10af6e829a7d4901f69dc99bf8a0fc4271b3c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "efdada9e38847962e632e74b6d24e55d8b458f4b5f4002eb7b7b92300105e7f8",
    "cross_cats_sorted": [
      "cs.IT",
      "math.IT"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-04T19:36:36Z",
    "title_canon_sha256": "6e639b3623f6bb334cc4a5cfb1c76c112325b8f07dfe602e1a79d4787b675903"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.02961",
    "kind": "arxiv",
    "version": 2
  }
}