Pith Number

pith:MN4L4ALW

pith:2019:MN4L4ALW76LIK6HBL7COU3JUXV

not attested not anchored not stored refs pending

A Domain-Knowledge-Aided Deep Reinforcement Learning Approach for Flight Control Design

Antonios Tsourdos, Hyo-Sang Shin, Shaoming He

arxiv:1908.06884 v2 · 2019-08-19 · cs.AI · cs.LG · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MN4L4ALW76LIK6HBL7COU3JUXV}

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	2026-07-05T09:27:45.131236Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6378be0176ff968578e15fc4ea6d34bd77f61c3495329bbe8307c2de3a9f5ec7

Aliases

arxiv: 1908.06884 · arxiv_version: 1908.06884v2 · doi: 10.48550/arxiv.1908.06884 · pith_short_12: MN4L4ALW76LI · pith_short_16: MN4L4ALW76LIK6HB · pith_short_8: MN4L4ALW

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/MN4L4ALW76LIK6HBL7COU3JUXV \
  | 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: 6378be0176ff968578e15fc4ea6d34bd77f61c3495329bbe8307c2de3a9f5ec7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "32a27b4c1209dc15ab2a97eb7b9c39904b37a8b74e4612f579df5701efdecb0a",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2019-08-19T15:41:33Z",
    "title_canon_sha256": "c83014e0fa185159af29cf5ad145e5f50d1fba546ca423f5c12c9cbc8c3c1108"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1908.06884",
    "kind": "arxiv",
    "version": 2
  }
}