pith. sign in
Pith Number

pith:O3UL4KQK

pith:2019:O3UL4KQKVFKXJAFRHS23SV5SIH
not attested not anchored not stored refs pending

Personalizing Dialogue Agents via Meta-Learning

Andrea Madotto, Chien-Sheng Wu, Pascale Fung, Zhaojiang Lin

arxiv:1905.10033 v1 · 2019-05-24 · cs.CL · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{O3UL4KQKVFKXJAFRHS23SV5SIH}

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 2026-05-17T23:45:11.645682Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

76e8be2a0aa9557480b13cb5b957b241d0f1c2b0bd7ad55fceef889211a21073

Aliases

arxiv: 1905.10033 · arxiv_version: 1905.10033v1 · doi: 10.48550/arxiv.1905.10033 · pith_short_12: O3UL4KQKVFKX · pith_short_16: O3UL4KQKVFKXJAFR · pith_short_8: O3UL4KQK
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/O3UL4KQKVFKXJAFRHS23SV5SIH \
  | 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: 76e8be2a0aa9557480b13cb5b957b241d0f1c2b0bd7ad55fceef889211a21073
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "fa4219f56eedcb34a8b01e7ad28ef2dcf0cb7467744a377f6529c21201d1ee72",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2019-05-24T05:01:14Z",
    "title_canon_sha256": "2f9a4e7ca00a72c320a206a6fb11e8f369ce40727516ceec3b3a5545c283769f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1905.10033",
    "kind": "arxiv",
    "version": 1
  }
}