Pith Number

pith:3ZXMLO2G

pith:2023:3ZXMLO2GA4TNAFYXGFH3EZYQB7

not attested not anchored not stored refs pending

On Practical Robust Reinforcement Learning: Practical Uncertainty Set and Double-Agent Algorithm

Songnam Hong, Ukjo Hwang

arxiv:2305.06657 v3 · 2023-05-11 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3ZXMLO2GA4TNAFYXGFH3EZYQB7}

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	2026-07-05T07:14:11.853207Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

de6ec5bb460726d01717314fb267100fd310fe7d8dedc35530525a7f5cd2604d

Aliases

arxiv: 2305.06657 · arxiv_version: 2305.06657v3 · doi: 10.48550/arxiv.2305.06657 · pith_short_12: 3ZXMLO2GA4TN · pith_short_16: 3ZXMLO2GA4TNAFYX · pith_short_8: 3ZXMLO2G

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/3ZXMLO2GA4TNAFYXGFH3EZYQB7 \
  | 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: de6ec5bb460726d01717314fb267100fd310fe7d8dedc35530525a7f5cd2604d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1435fc7b05c3e8fd516786169cb0ca984133f2c410753bce1d0516deb448777c",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-05-11T08:52:09Z",
    "title_canon_sha256": "e6c1fd0d5b7745e935dd74a730770a9ad426579f901dd5a126cb6480b19d1d32"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.06657",
    "kind": "arxiv",
    "version": 3
  }
}