Pith Number

pith:K6M7BYGW

pith:2016:K6M7BYGWUMJC7GAF2FUKTOT5P3

not attested not anchored not stored refs pending

Learning to Communicate: Channel Auto-encoders, Domain Specific Regularizers, and Attention

Kiran Karra, T. Charles Clancy, Timothy J O'Shea

arxiv:1608.06409 v1 · 2016-08-23 · cs.LG · cs.IT · cs.NI · math.IT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{K6M7BYGWUMJC7GAF2FUKTOT5P3}

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	2026-05-18T01:08:14.103669Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5799f0e0d6a3122f9805d168a9ba7d7efa2a28484378adfb103cf1a1be3fde06

Aliases

arxiv: 1608.06409 · arxiv_version: 1608.06409v1 · doi: 10.48550/arxiv.1608.06409 · pith_short_12: K6M7BYGWUMJC · pith_short_16: K6M7BYGWUMJC7GAF · pith_short_8: K6M7BYGW

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/K6M7BYGWUMJC7GAF2FUKTOT5P3 \
  | 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: 5799f0e0d6a3122f9805d168a9ba7d7efa2a28484378adfb103cf1a1be3fde06

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6323009b881ed56f846f1ffcb2651f58f2715da775dca404a6e47c1875819966",
    "cross_cats_sorted": [
      "cs.IT",
      "cs.NI",
      "math.IT"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2016-08-23T07:41:31Z",
    "title_canon_sha256": "eabc639301ef5cdfd701cfc416a5bc58dd6d86997d0e96f6109c3dbc8866dd67"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1608.06409",
    "kind": "arxiv",
    "version": 1
  }
}