Pith Number

pith:4SZ3FTPR

pith:2023:4SZ3FTPRCHB2FKZERHHW5SCQHC

not attested not anchored not stored refs pending

Equivariant Data Augmentation for Generalization in Offline Reinforcement Learning

Arunkumar Byravan, Cristina Pinneri, Jingwei Zhang, Markus Wulfmeier, Martin Riedmiller, Sarah Bechtle, William F. Whitney

arxiv:2309.07578 v1 · 2023-09-14 · cs.LG · cs.AI · cs.RO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4SZ3FTPRCHB2FKZERHHW5SCQHC}

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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

Generalization in offline RL: The structure is more important than the amount of pessimism

Receipt and verification

First computed	2026-07-05T06:50:45.069460Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e4b3b2cdf111c3a2ab2489cf6ec85038be800b73202e6b0281e5c51558b04fec

Aliases

arxiv: 2309.07578 · arxiv_version: 2309.07578v1 · doi: 10.48550/arxiv.2309.07578 · pith_short_12: 4SZ3FTPRCHB2 · pith_short_16: 4SZ3FTPRCHB2FKZE · pith_short_8: 4SZ3FTPR

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/4SZ3FTPRCHB2FKZERHHW5SCQHC \
  | 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: e4b3b2cdf111c3a2ab2489cf6ec85038be800b73202e6b0281e5c51558b04fec

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f297da04f168743d14878f801ec49b111819517cb8a5ee60cc2586691e818d86",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.RO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-09-14T10:22:33Z",
    "title_canon_sha256": "7df91991c5c77711f2fb50890a7cdd136349c96e3e8519f3366e45d157cb4fc0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.07578",
    "kind": "arxiv",
    "version": 1
  }
}