Pith Number

pith:RAITA6BM

pith:2020:RAITA6BMOXC2PK6VBFPQMLV45D

not attested not anchored not stored refs pending

LAVA: Latent Action Spaces via Variational Auto-encoding for Dialogue Policy Optimization

Carel van Niekerk, Christian Geishauser, Hsien-Chin Lin, Marco Moresi, Michael Heck, Milica Ga\v{s}i\'c, Nurul Lubis

arxiv:2011.09378 v1 · 2020-11-18 · cs.CL

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\usepackage{pith}
\pithnumber{RAITA6BMOXC2PK6VBFPQMLV45D}

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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.

Cited by

1 paper in Pith

Simulation-Free Hierarchical Latent Policy Planning for Proactive Dialogues

Receipt and verification

First computed	2026-07-05T01:52:43.419582Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

881130782c75c5a7abd5095f062ebce8d034f3c357e3acb7d3248a3020d8b26f

Aliases

arxiv: 2011.09378 · arxiv_version: 2011.09378v1 · doi: 10.48550/arxiv.2011.09378 · pith_short_12: RAITA6BMOXC2 · pith_short_16: RAITA6BMOXC2PK6V · pith_short_8: RAITA6BM

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/RAITA6BMOXC2PK6VBFPQMLV45D \
  | 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: 881130782c75c5a7abd5095f062ebce8d034f3c357e3acb7d3248a3020d8b26f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2b9ffaeddffcbee444421764d4057c5dde316c33c12fe54d30fb7e1d515b474f",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2020-11-18T16:23:30Z",
    "title_canon_sha256": "8afda6f6d58487bf445251a846f40ea98db5e45894df2bdb17b4eb9e64ed2985"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2011.09378",
    "kind": "arxiv",
    "version": 1
  }
}