Pith Number

pith:GPGGL4QY

pith:2024:GPGGL4QYWXYAF4T46IANGKMNXM

not attested not anchored not stored refs pending

Scaling Learning based Policy Optimization for Temporal Logic Tasks by Controller Network Dropout

Bardh Hoxha, Danil Prokhorov, Georgios Fainekos, Jyotirmoy Deshmukh, Navid Hashemi

arxiv:2403.15826 v2 · 2024-03-23 · eess.SY · cs.AI · cs.LG · cs.RO · cs.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{GPGGL4QYWXYAF4T46IANGKMNXM}

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	2026-07-05T09:00:02.971747Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

33cc65f218b5f002f27cf200d3298dbb230cdfbdd5df757fb52a2b7fb4e3829a

Aliases

arxiv: 2403.15826 · arxiv_version: 2403.15826v2 · doi: 10.48550/arxiv.2403.15826 · pith_short_12: GPGGL4QYWXYA · pith_short_16: GPGGL4QYWXYAF4T4 · pith_short_8: GPGGL4QY

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/GPGGL4QYWXYAF4T46IANGKMNXM \
  | 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: 33cc65f218b5f002f27cf200d3298dbb230cdfbdd5df757fb52a2b7fb4e3829a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e2ce8c004e5d76c778e33a004181c1ff5d4f2aeb51f9afb7173d6ae9405c05bb",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.RO",
      "cs.SY"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "eess.SY",
    "submitted_at": "2024-03-23T12:53:51Z",
    "title_canon_sha256": "af89e97ec4c4916a2ddf3ffad91a60e89a3d7d53c9e68b115231d9650d4b026f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.15826",
    "kind": "arxiv",
    "version": 2
  }
}