Pith Number

pith:RJDSEMCF

pith:2023:RJDSEMCF4CMGG7LVS7ZMEXX4GZ

not attested not anchored not stored refs pending

Automata Learning from Preference and Equivalence Queries

Eric Hsiung, Joydeep Biswas, Swarat Chaudhuri

arxiv:2308.09301 v3 · 2023-08-18 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RJDSEMCF4CMGG7LVS7ZMEXX4GZ}

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

Learning Quantitative Automata Modulo Theories

Receipt and verification

First computed	2026-07-05T11:45:12.763229Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8a47223045e098637d7597f2c25efc367c43b0b909cf293ac53e1277cfdd6e30

Aliases

arxiv: 2308.09301 · arxiv_version: 2308.09301v3 · doi: 10.48550/arxiv.2308.09301 · pith_short_12: RJDSEMCF4CMG · pith_short_16: RJDSEMCF4CMGG7LV · pith_short_8: RJDSEMCF

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/RJDSEMCF4CMGG7LVS7ZMEXX4GZ \
  | 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: 8a47223045e098637d7597f2c25efc367c43b0b909cf293ac53e1277cfdd6e30

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7aaa2dfbe83450e83cf530ddbe608357f66d0a790aca152012e951bda0299b85",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-08-18T04:49:45Z",
    "title_canon_sha256": "dd7d140e84299217c3ed4cb95f3e8e452b485c20485ed4e2e265eebe843f37e3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.09301",
    "kind": "arxiv",
    "version": 3
  }
}