Pith Number

pith:XLTD2EFN

pith:2019:XLTD2EFNCXAMDAEX3AERY7PBOI

not attested not anchored not stored refs pending

Online Robustness Training for Deep Reinforcement Learning

Marc Fischer, Martin Vechev, Matthew Mirman, Steven Stalder

arxiv:1911.00887 v3 · 2019-11-03 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XLTD2EFNCXAMDAEX3AERY7PBOI}

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

1 paper in Pith

Advancing Robustness in Deep Reinforcement Learning with an Ensemble Defense Approach

Receipt and verification

First computed	2026-07-05T00:21:15.855892Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bae63d10ad15c0c18097d8091c7de172323e9ced6810f201fceacd9fe87ff144

Aliases

arxiv: 1911.00887 · arxiv_version: 1911.00887v3 · doi: 10.48550/arxiv.1911.00887 · pith_short_12: XLTD2EFNCXAM · pith_short_16: XLTD2EFNCXAMDAEX · pith_short_8: XLTD2EFN

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/XLTD2EFNCXAMDAEX3AERY7PBOI \
  | 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: bae63d10ad15c0c18097d8091c7de172323e9ced6810f201fceacd9fe87ff144

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "524da01f9e3c2ebd8ceb483dc3eb0c519e6201c3b15e2e76272f96ab8ecbacc5",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-11-03T13:44:42Z",
    "title_canon_sha256": "af42d0e37e0a460bb0c9f520d96b3b6c8badc27c120dc90f1b9736f765cf767f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1911.00887",
    "kind": "arxiv",
    "version": 3
  }
}