Pith Number

pith:MXPHRYUU

pith:2026:MXPHRYUUPTZTAXBD2WDUCTZBMM

not attested not anchored not stored refs pending

Sequential Neural Probabilistic Amplitude Shaping: Learning the Channel's Language

Amirhossein Ghazisaeidi, Lutz Lampe, Mohammad Taha Askari

arxiv:2605.28143 v1 · 2026-05-27 · cs.LG · cs.IT · eess.SP · 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{MXPHRYUUPTZTAXBD2WDUCTZBMM}

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	2026-05-28T01:05:00.275053Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

65de78e2947cf3305c23d587414f21633503929f8f7f75da203a4c4fce9422fb

Aliases

arxiv: 2605.28143 · arxiv_version: 2605.28143v1 · doi: 10.48550/arxiv.2605.28143 · pith_short_12: MXPHRYUUPTZT · pith_short_16: MXPHRYUUPTZTAXBD · pith_short_8: MXPHRYUU

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/MXPHRYUUPTZTAXBD2WDUCTZBMM \
  | 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: 65de78e2947cf3305c23d587414f21633503929f8f7f75da203a4c4fce9422fb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cd81d10184b7ef24fc15094a5f9bb3e3dc188b0a8abc10987d42893babdd3bbf",
    "cross_cats_sorted": [
      "cs.IT",
      "eess.SP",
      "math.IT"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-05-27T08:25:18Z",
    "title_canon_sha256": "6509610245f5afb1306363d82f08eb136190e3755e360b22dae6d725162ace68"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.28143",
    "kind": "arxiv",
    "version": 1
  }
}