Pith Number

pith:NZ5TMOLP

pith:2023:NZ5TMOLPWQTTBLW2ZXAZNDGWXY

not attested not anchored not stored refs pending

Empirical Design in Reinforcement Learning

Adam White, Andrew Patterson, Martha White, Samuel Neumann

arxiv:2304.01315 v2 · 2023-04-03 · 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{NZ5TMOLPWQTTBLW2ZXAZNDGWXY}

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

Distributionally Robust Multi-Task Reinforcement Learning via Adaptive Task Sampling

Receipt and verification

First computed	2026-07-05T09:27:50.806772Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6e7b36396fb42730aedacdc1968cd6be02d54c7783fc70f212628550679c93fb

Aliases

arxiv: 2304.01315 · arxiv_version: 2304.01315v2 · doi: 10.48550/arxiv.2304.01315 · pith_short_12: NZ5TMOLPWQTT · pith_short_16: NZ5TMOLPWQTTBLW2 · pith_short_8: NZ5TMOLP

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/NZ5TMOLPWQTTBLW2ZXAZNDGWXY \
  | 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: 6e7b36396fb42730aedacdc1968cd6be02d54c7783fc70f212628550679c93fb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b8dc3d0c08b1dc6965df8a526b38293326b1aa44e65be49a6c46040430355eca",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-04-03T19:32:24Z",
    "title_canon_sha256": "222f76c4181bc0c03b55c6ed6ec7e794086b95f163d2ff206344381d531d178b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.01315",
    "kind": "arxiv",
    "version": 2
  }
}