Pith Number

pith:BCNWL6PE

pith:2020:BCNWL6PEOTYXEV3T4VTQ4TTZUL

not attested not anchored not stored refs pending

Robust Reinforcement Learning using Adversarial Populations

Alexandre Bayen, Eugene Vinitsky, Kanaad Parvate, Kathy Jang, Pieter Abbeel, Yuqing Du

arxiv:2008.01825 v2 · 2020-08-04 · cs.LG · cs.MA · cs.RO · 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{BCNWL6PEOTYXEV3T4VTQ4TTZUL}

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

5 papers in Pith

Stationary Robust Mean-Field Games under Model Mismatches

Wolfpack Adversarial Attack for Robust Multi-Agent Reinforcement Learning

Robust Policy Optimization to Prevent Catastrophic Forgetting

Robust Adversarial Policy Optimization Under Dynamics Uncertainty

Optimistic Policy Learning under Pessimistic Adversaries with Regret and Violation Guarantees

Receipt and verification

First computed	2026-07-05T01:37:24.823596Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

089b65f9e474f1725773e5670e4e79a2eab3c09245fb8bd2d5f957db0d4bb7bd

Aliases

arxiv: 2008.01825 · arxiv_version: 2008.01825v2 · doi: 10.48550/arxiv.2008.01825 · pith_short_12: BCNWL6PEOTYX · pith_short_16: BCNWL6PEOTYXEV3T · pith_short_8: BCNWL6PE

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/BCNWL6PEOTYXEV3T4VTQ4TTZUL \
  | 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: 089b65f9e474f1725773e5670e4e79a2eab3c09245fb8bd2d5f957db0d4bb7bd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7283bb19c1da65847229dedad8ddf0af26dd32f38cf9b8630499ff83135f2320",
    "cross_cats_sorted": [
      "cs.MA",
      "cs.RO",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-08-04T20:57:32Z",
    "title_canon_sha256": "f1536e511b0f18577d9967b38277e682400fc4e3182a5213826425b7874daae5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2008.01825",
    "kind": "arxiv",
    "version": 2
  }
}