Pith Number

pith:5O5OVFRG

pith:2025:5O5OVFRGAHFY4F5UTGK7LJTUCM

not attested not anchored not stored refs pending

Advancing Robustness in Deep Reinforcement Learning with an Ensemble Defense Approach

Adithya Mohan, Daniel Cremers, Dominik R\"o{\ss}le, Torsten Sch\"on

arxiv:2507.17070 v1 · 2025-07-22 · 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{5O5OVFRGAHFY4F5UTGK7LJTUCM}

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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

RoAd-RL: A Unified Library and Benchmark for Robust Adversarial Reinforcement Learning

Real-Time Evaluation of Autonomous Systems under Adversarial Attacks

Receipt and verification

First computed	2026-07-05T11:42:01.122601Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ebbaea962601cb8e17b49995f5a674132c4ee20b17d11125674b5f4957421654

Aliases

arxiv: 2507.17070 · arxiv_version: 2507.17070v1 · doi: 10.48550/arxiv.2507.17070 · pith_short_12: 5O5OVFRGAHFY · pith_short_16: 5O5OVFRGAHFY4F5U · pith_short_8: 5O5OVFRG

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/5O5OVFRGAHFY4F5UTGK7LJTUCM \
  | 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: ebbaea962601cb8e17b49995f5a674132c4ee20b17d11125674b5f4957421654

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d7606f9d06fe2e1bb512e66b8e4d6cd2513dd52a7b09228d196c5554b7b19556",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-22T23:15:11Z",
    "title_canon_sha256": "d5c2658b7acf0d8293ddb44b73b4262adbef30ed8c15c188e747214ea232ce50"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.17070",
    "kind": "arxiv",
    "version": 1
  }
}