Pith Number

pith:LWJH4UAR

pith:2021:LWJH4UARRN4UGCKNUD7OUFEZYN

not attested not anchored not stored refs pending

Bilinear Input Normalization for Neural Networks in Financial Forecasting

Alexandros Iosifidis, Dat Thanh Tran, Juho Kanniainen, Moncef Gabbouj

arxiv:2109.00983 v1 · 2021-09-01 · q-fin.ST · 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{LWJH4UARRN4UGCKNUD7OUFEZYN}

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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.

Cited by

1 paper in Pith

The Inference-Compute Frontier and a Latency-Efficient Architecture for Limit Order Book Prediction

Receipt and verification

First computed	2026-07-05T03:11:00.330310Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5d927e50118b7943094da0feea1499c37f2d04b354999dbb75c6a8ad0f73fdc6

Aliases

arxiv: 2109.00983 · arxiv_version: 2109.00983v1 · doi: 10.48550/arxiv.2109.00983 · pith_short_12: LWJH4UARRN4U · pith_short_16: LWJH4UARRN4UGCKN · pith_short_8: LWJH4UAR

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/LWJH4UARRN4UGCKNUD7OUFEZYN \
  | 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: 5d927e50118b7943094da0feea1499c37f2d04b354999dbb75c6a8ad0f73fdc6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "05f601cbfe7705f20557bc1dfb385f6a1b400dd1a1ca94e44c963eda5c9af137",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "q-fin.ST",
    "submitted_at": "2021-09-01T07:52:03Z",
    "title_canon_sha256": "a52ef3efb27e28486f1a0089b5f02d011ee3d0cb5b053cf1c9bbe1d9cd68d24e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2109.00983",
    "kind": "arxiv",
    "version": 1
  }
}