Pith Number

pith:MGJOAGMA

pith:2015:MGJOAGMAMRHVQTUIRIFPOKXNM4

not attested not anchored not stored refs pending

Reward Shaping with Recurrent Neural Networks for Speeding up On-Line Policy Learning in Spoken Dialogue Systems

David Vandyke, Milica Gasic, Nikola Mrksic, Pei-Hao Su, Steve Young, Tsung-Hsien Wen

arxiv:1508.03391 v2 · 2015-08-14 · cs.LG · 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{MGJOAGMAMRHVQTUIRIFPOKXNM4}

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	2026-05-18T01:35:06.264916Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6192e01980644f584e888a0af72aed67122c814546a8b8d212706708a60f8336

Aliases

arxiv: 1508.03391 · arxiv_version: 1508.03391v2 · doi: 10.48550/arxiv.1508.03391 · pith_short_12: MGJOAGMAMRHV · pith_short_16: MGJOAGMAMRHVQTUI · pith_short_8: MGJOAGMA

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/MGJOAGMAMRHVQTUIRIFPOKXNM4 \
  | 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: 6192e01980644f584e888a0af72aed67122c814546a8b8d212706708a60f8336

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b698834c2f3443b5e3f6d1ceb0dd7e35ee46c23d990336cc127dbec78678c64b",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2015-08-14T00:41:12Z",
    "title_canon_sha256": "a2214f3a83807d414be3eb03937d1771a0d7778b5f131c3219c33e75d5289815"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1508.03391",
    "kind": "arxiv",
    "version": 2
  }
}