Pith Number

pith:73WFDIFV

pith:2024:73WFDIFVB6MSL6TXKXRQKAYMK5

not attested not anchored not stored refs pending

Breaking the Barrier: Enhanced Utility and Robustness in Smoothed DRL Agents

Chung-En Sun, Sicun Gao, Tsui-Wei Weng

arxiv:2406.18062 v1 · 2024-06-26 · 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{73WFDIFVB6MSL6TXKXRQKAYMK5}

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	2026-07-05T08:36:54.497473Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

feec51a0b50f9925fa7755e305030c575a71baab448dc313a50966743bfd7f8a

Aliases

arxiv: 2406.18062 · arxiv_version: 2406.18062v1 · doi: 10.48550/arxiv.2406.18062 · pith_short_12: 73WFDIFVB6MS · pith_short_16: 73WFDIFVB6MSL6TX · pith_short_8: 73WFDIFV

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/73WFDIFVB6MSL6TXKXRQKAYMK5 \
  | 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: feec51a0b50f9925fa7755e305030c575a71baab448dc313a50966743bfd7f8a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ba6b6906af812f496374eb0a950251c934e36804975cbb97d319322f432fd3d1",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-26T04:49:03Z",
    "title_canon_sha256": "d843f5cbc82ddf1af927349697bcd791c033ea88cbf783a8f9971c84009049e9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.18062",
    "kind": "arxiv",
    "version": 1
  }
}