pith. sign in
Pith Number

pith:XJFX7B5W

pith:2022:XJFX7B5WMTVJWTX456LNJCMXD2
not attested not anchored not stored refs pending

Neural Transducer Training: Reduced Memory Consumption with Sample-wise Computation

Erik McDermott, Roger Hsiao, Stefan Braun

arxiv:2211.16270 v2 · 2022-11-29 · cs.CL · cs.SD · eess.AS

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{XJFX7B5WMTVJWTX456LNJCMXD2}

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 2026-07-05T05:50:32.691813Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

ba4b7f87b664ea9b4efcef96d489971e98985944b2f79fe80c07e897451370f8

Aliases

arxiv: 2211.16270 · arxiv_version: 2211.16270v2 · doi: 10.48550/arxiv.2211.16270 · pith_short_12: XJFX7B5WMTVJ · pith_short_16: XJFX7B5WMTVJWTX4 · pith_short_8: XJFX7B5W
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/XJFX7B5WMTVJWTX456LNJCMXD2 \
  | 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: ba4b7f87b664ea9b4efcef96d489971e98985944b2f79fe80c07e897451370f8
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "995ffadf84ef805e3b784ca73d84cf24eab7a3aaad37a2cf182d26343eadd461",
    "cross_cats_sorted": [
      "cs.SD",
      "eess.AS"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-11-29T14:57:23Z",
    "title_canon_sha256": "8b97a5d2d4e7e3ee1b225147390d8b73118da0c7d0bf49a03dff91ad018d3cbb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.16270",
    "kind": "arxiv",
    "version": 2
  }
}