Pith Number

pith:WR7MFAAK

pith:2023:WR7MFAAK2FBWJL4VHQ5TIXSU76

not attested not anchored not stored refs pending

Guided Data Augmentation for Offline Reinforcement Learning and Imitation Learning

Adam Labiosa, John U. Balis, Josiah P. Hanna, Nicholas E. Corrado, Yuxiao Qu

arxiv:2310.18247 v3 · 2023-10-27 · cs.LG · 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{WR7MFAAK2FBWJL4VHQ5TIXSU76}

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

Reflex: Reinforcement Learning with Reflection Symmetry Exploitation in State-Based Continuous Control

Receipt and verification

First computed	2026-07-05T08:53:17.929649Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b47ec2800ad14364af953c3b345e54ff9253b3ae15f869d1284c355f8b66dc6f

Aliases

arxiv: 2310.18247 · arxiv_version: 2310.18247v3 · doi: 10.48550/arxiv.2310.18247 · pith_short_12: WR7MFAAK2FBW · pith_short_16: WR7MFAAK2FBWJL4V · pith_short_8: WR7MFAAK

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/WR7MFAAK2FBWJL4VHQ5TIXSU76 \
  | 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: b47ec2800ad14364af953c3b345e54ff9253b3ae15f869d1284c355f8b66dc6f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c0066bb2d94f98e3d38eeaba12fd0153b3c57e2c7b0f2cd8dee10e8686f27e53",
    "cross_cats_sorted": [
      "cs.RO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-27T16:34:00Z",
    "title_canon_sha256": "d7ffbe2cb42fc15d0ba578306ca9c18b5f99da9726aa85862563e6581d90ae0a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.18247",
    "kind": "arxiv",
    "version": 3
  }
}