Pith Number

pith:4M5PGCVV

pith:2024:4M5PGCVVSK3YAJJBFEFEALQXKB

not attested not anchored not stored refs pending

Training Verifiably Robust Agents Using Set-Based Reinforcement Learning

Lukas Koller, Manuel Wendl, Matthias Althoff, Tobias Ladner

arxiv:2408.09112 v1 · 2024-08-17 · cs.LG · cs.RO · 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{4M5PGCVVSK3YAJJBFEFEALQXKB}

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	2026-07-05T08:56:28.197450Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e33af30ab592b7802521290a402e175046c0900eac0df9d99cab54147744a7ac

Aliases

arxiv: 2408.09112 · arxiv_version: 2408.09112v1 · doi: 10.48550/arxiv.2408.09112 · pith_short_12: 4M5PGCVVSK3Y · pith_short_16: 4M5PGCVVSK3YAJJB · pith_short_8: 4M5PGCVV

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/4M5PGCVVSK3YAJJBFEFEALQXKB \
  | 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: e33af30ab592b7802521290a402e175046c0900eac0df9d99cab54147744a7ac

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0e0edb9af400c4a3544c088c6bc989bdbe2205393d41239e291fe18f404cb4b4",
    "cross_cats_sorted": [
      "cs.RO",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-08-17T06:26:17Z",
    "title_canon_sha256": "c5a47df5ae18981b88fc82fb59bde66ab5c68d6521da6288fd762990878a35e4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.09112",
    "kind": "arxiv",
    "version": 1
  }
}