Pith Number

pith:KUAJTEIM

pith:2025:KUAJTEIMKYNOQV2GMVRDXFQ5XD

not attested not anchored not stored refs pending

Real-Time Bayesian Detection of Drift-Evasive GNSS Spoofing in Reinforcement Learning Based UAV Deconfliction

Deepak Kumar Panda, Weisi Guo

arxiv:2507.11173 v1 · 2025-07-15 · 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{KUAJTEIMKYNOQV2GMVRDXFQ5XD}

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

Curriculum-Adapted Robust Reinforcement Learning for UAV Deconfliction in Adversarial Environments

Receipt and verification

First computed	2026-07-05T11:37:33.672287Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

550099910c561ae8574665623b961db8f59e521fb7e8097bd902ea48ebad01db

Aliases

arxiv: 2507.11173 · arxiv_version: 2507.11173v1 · doi: 10.48550/arxiv.2507.11173 · pith_short_12: KUAJTEIMKYNO · pith_short_16: KUAJTEIMKYNOQV2G · pith_short_8: KUAJTEIM

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/KUAJTEIMKYNOQV2GMVRDXFQ5XD \
  | 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: 550099910c561ae8574665623b961db8f59e521fb7e8097bd902ea48ebad01db

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "71af2d0239436759b1a76f2239320ba73ea454bc7491da550355b3bdeee91981",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-15T10:27:27Z",
    "title_canon_sha256": "5a28f7e98389bca9df148b7903115a849c842f3fb78f7cc8d70cfd37a676e8ea"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.11173",
    "kind": "arxiv",
    "version": 1
  }
}