Pith Number

pith:JHT44ZI7

pith:2016:JHT44ZI7R3V4I6NBCGQVI2G424

not attested not anchored not stored refs pending

Binarized Neural Networks: Training Deep Neural Networks with Weights and Activations Constrained to +1 or -1

Daniel Soudry, Itay Hubara, Matthieu Courbariaux, Ran El-Yaniv, Yoshua Bengio

arxiv:1602.02830 v3 · 2016-02-09 · cs.LG

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

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

7 papers in Pith

LLM.int8(): 8-bit Matrix Multiplication for Transformers at Scale

SURGE: Surrogate Gradient Adaptation in Binary Neural Networks

A Composite Activation Function for Learning Stable Binary Representations

Design and Implementation of BNN-Based Object Detection on FPGA

DAP: Doppler-aware Point Network for Heterogeneous mmWave Action Recognition

Receipt and verification

First computed	2026-05-18T01:18:56.975056Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

49e7ce651f8eebc479a111a15468dcd72cec7d8bed6297efb67dd603c472af2c

Aliases

arxiv: 1602.02830 · arxiv_version: 1602.02830v3 · doi: 10.48550/arxiv.1602.02830 · pith_short_12: JHT44ZI7R3V4 · pith_short_16: JHT44ZI7R3V4I6NB · pith_short_8: JHT44ZI7

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/JHT44ZI7R3V4I6NBCGQVI2G424 \
  | 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: 49e7ce651f8eebc479a111a15468dcd72cec7d8bed6297efb67dd603c472af2c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f46186f7908a68069d165b667af957f20afc02fa3db170dd19c4978c6b1ad831",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2016-02-09T01:01:59Z",
    "title_canon_sha256": "e1845ad7fcfe46ee574bc7d4c6bbd237b53a3790df044c3a176eb61ef16d9c79"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1602.02830",
    "kind": "arxiv",
    "version": 3
  }
}