Pith Number

pith:GTYJS5JD

pith:2017:GTYJS5JDRBSJE3OQMYODS7DFWR

not attested not anchored not stored refs pending

Customized Nonlinear Bandits for Online Response Selection in Neural Conversation Models

Bing Liu, Ian Lane, Ole J. Mengshoel, Tong Yu

arxiv:1711.08493 v1 · 2017-11-22 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GTYJS5JDRBSJE3OQMYODS7DFWR}

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	2026-05-18T00:29:44.946721Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

34f09975238864926dd0661c397c65b46c2e47bb5a61940b163019b4c80a103a

Aliases

arxiv: 1711.08493 · arxiv_version: 1711.08493v1 · doi: 10.48550/arxiv.1711.08493 · pith_short_12: GTYJS5JDRBSJ · pith_short_16: GTYJS5JDRBSJE3OQ · pith_short_8: GTYJS5JD

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/GTYJS5JDRBSJE3OQMYODS7DFWR \
  | 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: 34f09975238864926dd0661c397c65b46c2e47bb5a61940b163019b4c80a103a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "addc901f7cffb6ff43f70b116113ee1d04636c24a6147e915037b20041240b79",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2017-11-22T20:15:01Z",
    "title_canon_sha256": "e55bc0944f8857a65452026bc83b405fce2e82adeb1029596b0fd85dd4971179"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1711.08493",
    "kind": "arxiv",
    "version": 1
  }
}