Pith Number

pith:RYHWARQY

pith:2023:RYHWARQYT6NYB2G6QFD3WNWIBF

not attested not anchored not stored refs pending

The Curious Price of Distributional Robustness in Reinforcement Learning with a Generative Model

Gen Li, Laixi Shi, Matthieu Geist, Yuejie Chi, Yuting Wei, Yuxin Chen

arxiv:2305.16589 v3 · 2023-05-26 · cs.LG · cs.IT · math.IT · math.ST · stat.TH

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RYHWARQYT6NYB2G6QFD3WNWIBF}

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

Taming the Curses of Multiagency in Robust Markov Games with Large State Space through Linear Function Approximation

Receipt and verification

First computed	2026-07-05T12:05:57.332718Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8e0f6046189f9b80e8de8147bb36c80948c8b4183c4ec7c433397581e37cddb1

Aliases

arxiv: 2305.16589 · arxiv_version: 2305.16589v3 · doi: 10.48550/arxiv.2305.16589 · pith_short_12: RYHWARQYT6NY · pith_short_16: RYHWARQYT6NYB2G6 · pith_short_8: RYHWARQY

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/RYHWARQYT6NYB2G6QFD3WNWIBF \
  | 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: 8e0f6046189f9b80e8de8147bb36c80948c8b4183c4ec7c433397581e37cddb1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5435a6f3fcbd4b2b0d14e347d9aa6b2864e89a15f950b26c0426fd4078433ae8",
    "cross_cats_sorted": [
      "cs.IT",
      "math.IT",
      "math.ST",
      "stat.TH"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-05-26T02:32:03Z",
    "title_canon_sha256": "ec63f09c769d85323c06755dd5e09bfb53c2cca60e694c83be82bbbc012bcbdb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.16589",
    "kind": "arxiv",
    "version": 3
  }
}