Pith Number

pith:QFKFT5PD

pith:2020:QFKFT5PDLQO7DWHHSIN2HZLRIG

not attested not anchored not stored refs pending

Robustifying Reinforcement Learning Agents via Action Space Adversarial Training

Aakanksha, Kai Liang Tan, Soumik Sarkar, Xian Yeow Lee, Yasaman Esfandiari

arxiv:2007.07176 v1 · 2020-07-14 · 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{QFKFT5PDLQO7DWHHSIN2HZLRIG}

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	2026-07-05T01:19:12.635084Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

815459f5e35c1df1d8e7921ba3e57141b7f8955ef501cfb18ded9d57e5b446bb

Aliases

arxiv: 2007.07176 · arxiv_version: 2007.07176v1 · doi: 10.48550/arxiv.2007.07176 · pith_short_12: QFKFT5PDLQO7 · pith_short_16: QFKFT5PDLQO7DWHH · pith_short_8: QFKFT5PD

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/QFKFT5PDLQO7DWHHSIN2HZLRIG \
  | 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: 815459f5e35c1df1d8e7921ba3e57141b7f8955ef501cfb18ded9d57e5b446bb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "842bc55e56bd8e59b143293ac9439aef2f761d9218d2ea081531e2d3b7f73035",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-07-14T16:50:02Z",
    "title_canon_sha256": "f6229b6a14b866b9227f14344df0e547818ce19f472fafff62fb43861366a8c3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2007.07176",
    "kind": "arxiv",
    "version": 1
  }
}