Pith Number

pith:T4EPN4PI

pith:2018:T4EPN4PINVSCLIQRKCPV3UE5IY

not attested not anchored not stored refs pending

Robustness to Out-of-Distribution Inputs via Task-Aware Generative Uncertainty

Gregory Kahn, Jeff Clune, Rowan McAllister, Sergey Levine

arxiv:1812.10687 v1 · 2018-12-27 · cs.LG · 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{T4EPN4PINVSCLIQRKCPV3UE5IY}

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	2026-05-17T23:57:20.281508Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9f08f6f1e86d6425a211509f5dd09d4611ec9609864a383aae7d4e94081e2e6d

Aliases

arxiv: 1812.10687 · arxiv_version: 1812.10687v1 · doi: 10.48550/arxiv.1812.10687 · pith_short_12: T4EPN4PINVSC · pith_short_16: T4EPN4PINVSCLIQR · pith_short_8: T4EPN4PI

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/T4EPN4PINVSCLIQRKCPV3UE5IY \
  | 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: 9f08f6f1e86d6425a211509f5dd09d4611ec9609864a383aae7d4e94081e2e6d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d9e44c01bb14d5a55794802311e1e3742e13a324edcbdb79caa052518c3e9f7e",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-12-27T10:36:26Z",
    "title_canon_sha256": "5861a0b07bf3e266b6b073cbffb9b1803dad4111ee65e2c1a6ad42977541c4f9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1812.10687",
    "kind": "arxiv",
    "version": 1
  }
}