Pith Number

pith:A7SBVWPZ

pith:2025:A7SBVWPZH5BMOLCQBGXQBLACQV

not attested not anchored not stored refs pending

Learning to Ask: Decision Transformers for Adaptive Quantitative Group Testing

Mahdi Soleymani, Tara Javidi

arxiv:2509.01723 v1 · 2025-09-01 · cs.IT · cs.LG · math.IT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{A7SBVWPZH5BMOLCQBGXQBLACQV}

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	2026-07-05T12:03:06.738102Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

07e41ad9f93f42c72c5009af00ac02856c0d69f4d8b05b9c32c89b4dac874e40

Aliases

arxiv: 2509.01723 · arxiv_version: 2509.01723v1 · doi: 10.48550/arxiv.2509.01723 · pith_short_12: A7SBVWPZH5BM · pith_short_16: A7SBVWPZH5BMOLCQ · pith_short_8: A7SBVWPZ

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/A7SBVWPZH5BMOLCQBGXQBLACQV \
  | 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: 07e41ad9f93f42c72c5009af00ac02856c0d69f4d8b05b9c32c89b4dac874e40

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "81e9e06cfd5935aebb912dfc441aa1d44950c98a51fb3b96434b28e6d2d928eb",
    "cross_cats_sorted": [
      "cs.LG",
      "math.IT"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IT",
    "submitted_at": "2025-09-01T19:05:06Z",
    "title_canon_sha256": "7e332f0fb9ba7ce009e137d11543c15af0e615b14fa3530d948d4c4da271b2a9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.01723",
    "kind": "arxiv",
    "version": 1
  }
}