Pith. sign in
Pith Number

pith:W323DMC5

pith:2026:W323DMC5UH3F5IQONO2FZM5PQL
not attested not anchored not stored refs pending

ASK in the Dark: Uncertainty-Gated LLM Assistance under Partial Observability

Adriano Veloso, Francisco Galuppo, Guilherme Lima, Juarez Monteiro, Nathan Gavenski, Odinaldo Rodrigues

arxiv:2607.02686 v1 · 2026-07-02 · cs.AI · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{W323DMC5UH3F5IQONO2FZM5PQL}

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 2026-07-07T00:16:08.494538Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

b6f5b1b05da1f65ea20e6bb45cb3af82e4518836b84c4426aadf298e151c7bc8

Aliases

arxiv: 2607.02686 · arxiv_version: 2607.02686v1 · doi: 10.48550/arxiv.2607.02686 · pith_short_12: W323DMC5UH3F · pith_short_16: W323DMC5UH3F5IQO · pith_short_8: W323DMC5
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/W323DMC5UH3F5IQONO2FZM5PQL \
  | 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: b6f5b1b05da1f65ea20e6bb45cb3af82e4518836b84c4426aadf298e151c7bc8
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "04dda9cead0c574951858d5aa2003f353542534b0bd326a8175248f049a21985",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-07-02T18:26:05Z",
    "title_canon_sha256": "347198fafce562ddb53b3bb43c245e5c1ee44a175b9870b96f0553c7c14adfbc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.02686",
    "kind": "arxiv",
    "version": 1
  }
}