Pith Number

pith:S72VQXTA

pith:2021:S72VQXTAETKFVYXGRBON5DVSW6

not attested not anchored not stored refs pending

Fast Contextual Adaptation with Neural Associative Memory for On-Device Personalized Speech Recognition

Angad Chandorkar, Fan Gao, Fran\c{c}oise Beaufays, Khe Chai Sim, Mason Chua, Trevor Strohman, Tsendsuren Munkhdalai

arxiv:2110.02220 v2 · 2021-10-05 · eess.AS · cs.AI · cs.CL · cs.LG · cs.NE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{S72VQXTAETKFVYXGRBON5DVSW6}

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	2026-07-05T03:20:38.270996Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

97f5585e6024d45ae2e6885cde8eb2b7a007569b2dd011f610345ee78b46982b

Aliases

arxiv: 2110.02220 · arxiv_version: 2110.02220v2 · doi: 10.48550/arxiv.2110.02220 · pith_short_12: S72VQXTAETKF · pith_short_16: S72VQXTAETKFVYXG · pith_short_8: S72VQXTA

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/S72VQXTAETKFVYXGRBON5DVSW6 \
  | 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: 97f5585e6024d45ae2e6885cde8eb2b7a007569b2dd011f610345ee78b46982b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5af1080911d6b43b98e80f0699f6b8c7443abb538a1e758a8970bb2002c3dd93",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.LG",
      "cs.NE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.AS",
    "submitted_at": "2021-10-05T00:33:09Z",
    "title_canon_sha256": "b5b6b484387e5ac24ed66783eebb1beb1340c0f45ea929e114953db3ec7e53f8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.02220",
    "kind": "arxiv",
    "version": 2
  }
}