Pith Number

pith:FU7VR4VY

pith:2023:FU7VR4VYHTZAPSOJVJWHAVSAOD

not attested not anchored not stored refs pending

Exploiting Generalization in Offline Reinforcement Learning via Unseen State Augmentations

Ashwin Kalyan, Dhruv Batra, Gaurav Sukhatme, Govind Thattai, Nirbhay Modhe, Qiaozi Gao

arxiv:2308.03882 v2 · 2023-08-07 · cs.LG · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FU7VR4VYHTZAPSOJVJWHAVSAOD}

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.

Receipt and verification

First computed	2026-07-05T06:53:43.199803Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2d3f58f2b83cf207c9c9aa6c70564070dba2531cb98a12114550b2e8fb960b29

Aliases

arxiv: 2308.03882 · arxiv_version: 2308.03882v2 · doi: 10.48550/arxiv.2308.03882 · pith_short_12: FU7VR4VYHTZA · pith_short_16: FU7VR4VYHTZAPSOJ · pith_short_8: FU7VR4VY

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/FU7VR4VYHTZAPSOJVJWHAVSAOD \
  | 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: 2d3f58f2b83cf207c9c9aa6c70564070dba2531cb98a12114550b2e8fb960b29

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "30a186b3e838f9e58084ddc991ca0bf2378124caddb1815bfb5fa602bc8a3156",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-08-07T19:24:47Z",
    "title_canon_sha256": "fc6dd574f4b70c77d012721db0d31fca26e9e231c280eb77170f042755595421"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.03882",
    "kind": "arxiv",
    "version": 2
  }
}