Pith Number

pith:I4YZLAWA

pith:2021:I4YZLAWAFVVJRUIABISHHVWJZC

not attested not anchored not stored refs pending

Robust Reinforcement Learning Under Minimax Regret for Green Security

Andrew Perrault, Fei Fang, Haipeng Chen, Lily Xu, Milind Tambe

arxiv:2106.08413 v1 · 2021-06-15 · cs.LG · cs.AI · cs.MA

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{I4YZLAWAFVVJRUIABISHHVWJZC}

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

1 paper in Pith

PoolFlip: A Multi-Agent Reinforcement Learning Security Environment for Cyber Defense

Receipt and verification

First computed	2026-07-05T02:49:57.610415Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

47319582c02d6a98d1000a2473d6c9c8a3ce25a46f5d8c099e8791eabd7cc71c

Aliases

arxiv: 2106.08413 · arxiv_version: 2106.08413v1 · doi: 10.48550/arxiv.2106.08413 · pith_short_12: I4YZLAWAFVVJ · pith_short_16: I4YZLAWAFVVJRUIA · pith_short_8: I4YZLAWA

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/I4YZLAWAFVVJRUIABISHHVWJZC \
  | 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: 47319582c02d6a98d1000a2473d6c9c8a3ce25a46f5d8c099e8791eabd7cc71c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "df5cda3d5efb49459745818dcb2d4f3173cd52000aa4f70ac8ef256bf1495d2b",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-06-15T20:11:12Z",
    "title_canon_sha256": "656c4c3cf4bca4c1b2bf5d8fb5dac214e7c0a9cb70bbecb1102a6cc50fd9cf79"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.08413",
    "kind": "arxiv",
    "version": 1
  }
}