Pith Number

pith:WLNNFXWW

pith:2022:WLNNFXWWCEJENOUTOYJJBITJP6

not attested not anchored not stored refs pending

Trustworthy Reinforcement Learning Against Intrinsic Vulnerabilities: Robustness, Safety, and Generalizability

Bo Li, Ding Zhao, Mengdi Xu, Peide Huang, Wenhao Ding, Zhepeng Cen, Zuxin Liu

arxiv:2209.08025 v1 · 2022-09-16 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WLNNFXWWCEJENOUTOYJJBITJP6}

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.

Cited by

2 papers in Pith

Joint Chance Constrained Safe-Optimal Control

Why Does Agentic Safety Fail to Generalize Across Tasks?

Receipt and verification

First computed	2026-07-05T04:58:12.808252Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b2dad2ded6111246ba93761290a2697fa4f8412a3f5f06874011a81e88e8fa3b

Aliases

arxiv: 2209.08025 · arxiv_version: 2209.08025v1 · doi: 10.48550/arxiv.2209.08025 · pith_short_12: WLNNFXWWCEJE · pith_short_16: WLNNFXWWCEJENOUT · pith_short_8: WLNNFXWW

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/WLNNFXWWCEJENOUTOYJJBITJP6 \
  | 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: b2dad2ded6111246ba93761290a2697fa4f8412a3f5f06874011a81e88e8fa3b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b8d2b491144262f9749431c14006e6a381b9f81a3efafcd5624080f52aa9104f",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-09-16T16:10:08Z",
    "title_canon_sha256": "24210ae9f49bfe40cd7126c2ed5b0fe05081bcf48308320d9e679b26e354eaf2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.08025",
    "kind": "arxiv",
    "version": 1
  }
}