Pith Number

pith:JQW42A46

pith:2022:JQW42A46BBB4OLHO4TDY3MNVG5

not attested not anchored not stored refs pending

A Mixture-of-Expert Approach to RL-based Dialogue Management

Aza Tulepbergenov, Craig Boutilier, Mohammad Ghavamzadeh, Moonkyung Ryu, Ofir Nachum, Yinlam Chow

arxiv:2206.00059 v1 · 2022-05-31 · cs.CL · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JQW42A46BBB4OLHO4TDY3MNVG5}

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	2026-07-05T04:28:12.700963Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4c2dcd039e0843c72ceee4c78db1b53745eff2325378daa8974b728e9e383eb6

Aliases

arxiv: 2206.00059 · arxiv_version: 2206.00059v1 · doi: 10.48550/arxiv.2206.00059 · pith_short_12: JQW42A46BBB4 · pith_short_16: JQW42A46BBB4OLHO · pith_short_8: JQW42A46

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/JQW42A46BBB4OLHO4TDY3MNVG5 \
  | 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: 4c2dcd039e0843c72ceee4c78db1b53745eff2325378daa8974b728e9e383eb6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3c86480afa0d524e4fbef952fc0d15ea2c415fe29b62fcbadb1e0248cec0a77c",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-05-31T19:00:41Z",
    "title_canon_sha256": "efb5526091ce9812392198c4790945fdb1421f8b4134ed86cd035b86f06f61be"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.00059",
    "kind": "arxiv",
    "version": 1
  }
}