Pith Number

pith:RHYKOEIX

pith:2025:RHYKOEIXT2WZYUB75JN6DJBAQ5

not attested not anchored not stored refs pending

Towards Robust Deep Reinforcement Learning against Environmental State Perturbation

Chenxu Wang, Huaping Liu

arxiv:2506.08961 v1 · 2025-06-10 · 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{RHYKOEIXT2WZYUB75JN6DJBAQ5}

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	2026-07-05T11:19:16.014482Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

89f0a711179ead9c503fea5be1a42087575e12ae26d61ab1c71af255bc548711

Aliases

arxiv: 2506.08961 · arxiv_version: 2506.08961v1 · doi: 10.48550/arxiv.2506.08961 · pith_short_12: RHYKOEIXT2WZ · pith_short_16: RHYKOEIXT2WZYUB7 · pith_short_8: RHYKOEIX

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/RHYKOEIXT2WZYUB75JN6DJBAQ5 \
  | 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: 89f0a711179ead9c503fea5be1a42087575e12ae26d61ab1c71af255bc548711

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ec5005aada68fbdb97f73fca065072a09465b1a7f6c3da711fb36e14f749d683",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-10T16:32:31Z",
    "title_canon_sha256": "00509cf2364516344ff8be08b28af3bab095686fd5e8de5b38a50651d143049e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.08961",
    "kind": "arxiv",
    "version": 1
  }
}