Pith Number

pith:KRUUYVDU

pith:2022:KRUUYVDUPC442JJRZOTENJMTQB

not attested not anchored not stored refs pending

Reinforcement Learning with Large Action Spaces for Neural Machine Translation

Asaf Yehudai, Leshem Choshen, Lior Fox, Omri Abend

arxiv:2210.03053 v1 · 2022-10-06 · cs.CL · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KRUUYVDUPC442JJRZOTENJMTQB}

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	2026-07-05T05:04:06.776652Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

54694c547478b9cd2531cba646a593805ae6988f560cc822e895a7188b6c07f4

Aliases

arxiv: 2210.03053 · arxiv_version: 2210.03053v1 · doi: 10.48550/arxiv.2210.03053 · pith_short_12: KRUUYVDUPC44 · pith_short_16: KRUUYVDUPC442JJR · pith_short_8: KRUUYVDU

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/KRUUYVDUPC442JJRZOTENJMTQB \
  | 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: 54694c547478b9cd2531cba646a593805ae6988f560cc822e895a7188b6c07f4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ca4bd454d9a0ab9757c983f915d8eb4f60ecadc37817bc71e0aeb6b4b3d2d379",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-10-06T16:58:27Z",
    "title_canon_sha256": "e67fb1f97e4422e1d80de7dad57ff1e1b41d2094cc0c63aebb99e6f4fdaf93e6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.03053",
    "kind": "arxiv",
    "version": 1
  }
}