Pith. sign in
Pith Number

pith:RHRTWBEP

pith:2022:RHRTWBEPSYCEIAT3SHOFN55CCY
not attested not anchored not stored refs pending

Improving Proactive Dialog Agents Using Socially-Aware Reinforcement Learning

Matthias Kraus, Nicolas Wagner, Ron Riekenbrauck, Wolfgang Minker

arxiv:2211.15359 v2 · 2022-11-25 · cs.CL · cs.AI · cs.HC · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{RHRTWBEPSYCEIAT3SHOFN55CCY}

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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 2026-07-05T06:23:45.231935Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

89e33b048f960444027b91dc56f7a2162714f21d75f514e6f3cbadfc53b4be0c

Aliases

arxiv: 2211.15359 · arxiv_version: 2211.15359v2 · doi: 10.48550/arxiv.2211.15359 · pith_short_12: RHRTWBEPSYCE · pith_short_16: RHRTWBEPSYCEIAT3 · pith_short_8: RHRTWBEP
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/RHRTWBEPSYCEIAT3SHOFN55CCY \
  | 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: 89e33b048f960444027b91dc56f7a2162714f21d75f514e6f3cbadfc53b4be0c
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "89460786ba91a000c4e5e0169f7af04220748d66c5c7506af2d2b7bc859df563",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.HC",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-11-25T14:29:26Z",
    "title_canon_sha256": "20b609b049f8de76061e40de8bfc27aafb5f007f958d09398a8f798db129c22a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.15359",
    "kind": "arxiv",
    "version": 2
  }
}