Pith. sign in
Pith Number

pith:JVAZJBHP

pith:2022:JVAZJBHP6753E77JSHGHOKFAYF
not attested not anchored not stored refs pending

Why So Pessimistic? Estimating Uncertainties for Offline RL through Ensembles, and Why Their Independence Matters

Ofir Nachum, Seyed Kamyar Seyed Ghasemipour, Shixiang Shane Gu

arxiv:2205.13703 v1 · 2022-05-27 · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{JVAZJBHP6753E77JSHGHOKFAYF}

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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.
Receipt and verification
First computed 2026-07-05T04:26:51.164355Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

4d419484eff7fbb27fe991cc7728a0c15879492f4f0e6ecbf08cacd3fb15070d

Aliases

arxiv: 2205.13703 · arxiv_version: 2205.13703v1 · doi: 10.48550/arxiv.2205.13703 · pith_short_12: JVAZJBHP6753 · pith_short_16: JVAZJBHP6753E77J · pith_short_8: JVAZJBHP
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/JVAZJBHP6753E77JSHGHOKFAYF \
  | 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: 4d419484eff7fbb27fe991cc7728a0c15879492f4f0e6ecbf08cacd3fb15070d
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "470bf9102c641821d3557b1a8e424607896439e912e3b00d03fae487760a2f8c",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-05-27T01:30:12Z",
    "title_canon_sha256": "0e43ae6b9829ef04b7f60f7f4ffddbf157953f8ad88bc10729377d604d3569ee"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.13703",
    "kind": "arxiv",
    "version": 1
  }
}