Pith Number

pith:6QMW5RN7

pith:2021:6QMW5RN7SHVCFSOVZG36Z3NLUC

not attested not anchored not stored refs pending

Robust Reinforcement Learning on State Observations with Learned Optimal Adversary

Cho-Jui Hsieh, Duane Boning, Hongge Chen, Huan Zhang

arxiv:2101.08452 v1 · 2021-01-21 · cs.LG · cs.AI · stat.ML

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\usepackage{pith}
\pithnumber{6QMW5RN7SHVCFSOVZG36Z3NLUC}

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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

6 papers in Pith

Interaction-Breaking Adversarial Learning Framework for Robust Multi-Agent Reinforcement Learning

The Game Changer Problem: Controlling Equilibria with Discrete Rewards

Wolfpack Adversarial Attack for Robust Multi-Agent Reinforcement Learning

Interaction-Breaking Adversarial Learning Framework for Robust Multi-Agent Reinforcement Learning

Robust Adversarial Policy Optimization Under Dynamics Uncertainty

Receipt and verification

First computed	2026-07-05T02:08:35.427716Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f4196ec5bf91ea22c9d5c9b7ecedaba082bda489c63153b8778b1fe2e14b9c4c

Aliases

arxiv: 2101.08452 · arxiv_version: 2101.08452v1 · doi: 10.48550/arxiv.2101.08452 · pith_short_12: 6QMW5RN7SHVC · pith_short_16: 6QMW5RN7SHVCFSOV · pith_short_8: 6QMW5RN7

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/6QMW5RN7SHVCFSOVZG36Z3NLUC \
  | 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: f4196ec5bf91ea22c9d5c9b7ecedaba082bda489c63153b8778b1fe2e14b9c4c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "da2f18d06930f2e117bd3e0147f0e8d04d9b04c795851c22ad461408baa066c8",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-01-21T05:38:52Z",
    "title_canon_sha256": "4a7b8d95b814104d62bf221357700ff50c18d91b81e4814c18fa19fc6d629bff"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2101.08452",
    "kind": "arxiv",
    "version": 1
  }
}