Pith Number

pith:2YXMHAIL

pith:2025:2YXMHAILKD5R4KWNHYOEFAOWY4

not attested not anchored not stored refs pending

Reinforcement Learning for Enhancing Sensing Estimation in Bistatic ISAC Systems with UAV Swarms

Marwa Chafii, Obed Morrison Atsu, Roberto Bomfin, Salmane Naoumi

arxiv:2501.06454 v1 · 2025-01-11 · eess.SP · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2YXMHAILKD5R4KWNHYOEFAOWY4}

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	2026-07-05T10:00:03.594466Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d62ec3810b50fb1e2acd3e1c4281d6c70dbdb6a484ef363b04201e3bddecb2d6

Aliases

arxiv: 2501.06454 · arxiv_version: 2501.06454v1 · doi: 10.48550/arxiv.2501.06454 · pith_short_12: 2YXMHAILKD5R · pith_short_16: 2YXMHAILKD5R4KWN · pith_short_8: 2YXMHAIL

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/2YXMHAILKD5R4KWNHYOEFAOWY4 \
  | 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: d62ec3810b50fb1e2acd3e1c4281d6c70dbdb6a484ef363b04201e3bddecb2d6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4cf3376e045c018ffa8d25101aac6680fd17d010255a0c7a68ea1b92e57a3440",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "eess.SP",
    "submitted_at": "2025-01-11T06:57:52Z",
    "title_canon_sha256": "464670378f67a3d776ea4619bfc5a58e2fd14c33cae26511b898311e2169313b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.06454",
    "kind": "arxiv",
    "version": 1
  }
}