Pith Number

pith:74HYMRFZ

pith:2022:74HYMRFZZH5AFCAFWWJQVHXBEY

not attested not anchored not stored refs pending

Query The Agent: Improving sample efficiency through epistemic uncertainty estimation

Andrei Barbu, Boris Katz, Julian Alverio

arxiv:2210.02585 v1 · 2022-10-05 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{74HYMRFZZH5AFCAFWWJQVHXBEY}

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

Uncertainty Prioritized Experience Replay

Receipt and verification

First computed	2026-07-05T05:03:54.378490Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ff0f8644b9c9fa028805b5930a9ee1260b432b210d408165a03ca562c9fe495f

Aliases

arxiv: 2210.02585 · arxiv_version: 2210.02585v1 · doi: 10.48550/arxiv.2210.02585 · pith_short_12: 74HYMRFZZH5A · pith_short_16: 74HYMRFZZH5AFCAF · pith_short_8: 74HYMRFZ

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/74HYMRFZZH5AFCAFWWJQVHXBEY \
  | 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: ff0f8644b9c9fa028805b5930a9ee1260b432b210d408165a03ca562c9fe495f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9677d9c59ea084391936efc0db2ff68897eccb7e06a6d95f27db289ceec65f7b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-10-05T22:25:15Z",
    "title_canon_sha256": "42535d16f731f959c75f547b32a14e58f770563f724a0654c0f7e31357319e06"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.02585",
    "kind": "arxiv",
    "version": 1
  }
}