Pith Number

pith:KEOGMCYF

pith:2020:KEOGMCYFDDTSVN3HCYNTHX4OMP

not attested not anchored not stored refs pending

Robust Deep Reinforcement Learning through Adversarial Loss

Alexandre Megretski, Luca Daniel, Tsui-Wei Weng, Tuomas Oikarinen, Wang Zhang

arxiv:2008.01976 v2 · 2020-08-05 · cs.LG · cs.AI · cs.CR · 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{KEOGMCYFDDTSVN3HCYNTHX4OMP}

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	2026-07-05T03:30:50.045777Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

511c660b0518e72ab767161b33df8e63de51581d738aefd407887da7a881c13b

Aliases

arxiv: 2008.01976 · arxiv_version: 2008.01976v2 · doi: 10.48550/arxiv.2008.01976 · pith_short_12: KEOGMCYFDDTS · pith_short_16: KEOGMCYFDDTSVN3H · pith_short_8: KEOGMCYF

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/KEOGMCYFDDTSVN3HCYNTHX4OMP \
  | 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: 511c660b0518e72ab767161b33df8e63de51581d738aefd407887da7a881c13b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f0803efa43b08246cb1080fbd81f2aec86df374b4fee4e061564e1299c4f5070",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-08-05T07:49:42Z",
    "title_canon_sha256": "021c899ad7341ac24f2d47eb0012f11d8e46cda66aef61c34e0bad0c8545b3de"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2008.01976",
    "kind": "arxiv",
    "version": 2
  }
}