Pith Number

pith:FMD4H45O

pith:2023:FMD4H45OD6F45TULUVTU2GTSQL

not attested not anchored not stored refs pending

Discovering General Reinforcement Learning Algorithms with Adversarial Environment Design

Chris Lu, Gregory Farquhar, Jack Parker-Holder, Jakob Nicolaus Foerster, Matthew Thomas Jackson, Minqi Jiang, Risto Vuorio, Shimon Whiteson

arxiv:2310.02782 v1 · 2023-10-04 · 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{FMD4H45OD6F45TULUVTU2GTSQL}

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

How Should We Meta-Learn Reinforcement Learning Algorithms?

Receipt and verification

First computed	2026-07-05T06:57:13.876680Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2b07c3f3ae1f8bcece8ba5674d1a7282f1f81bca4b04fd2da7becc909de88dbb

Aliases

arxiv: 2310.02782 · arxiv_version: 2310.02782v1 · doi: 10.48550/arxiv.2310.02782 · pith_short_12: FMD4H45OD6F4 · pith_short_16: FMD4H45OD6F45TUL · pith_short_8: FMD4H45O

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/FMD4H45OD6F45TULUVTU2GTSQL \
  | 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: 2b07c3f3ae1f8bcece8ba5674d1a7282f1f81bca4b04fd2da7becc909de88dbb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "36e6a255b551a38bb191bb1e6366efa5c14adf733011c02a157038835ade2026",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-04T12:52:56Z",
    "title_canon_sha256": "bf5197ae70bd11b44226f53840c32175c146194a99d964d547ed6840d0d426af"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.02782",
    "kind": "arxiv",
    "version": 1
  }
}