Pith Number

pith:PEELGEGN

pith:2023:PEELGEGNQGIAY6OSA5SSW754LX

not attested not anchored not stored refs pending

Alternate Loss Functions for Classification and Robust Regression Can Improve the Accuracy of Artificial Neural Networks

Arindam Banerjee, Geraldine Bessie Amali D, Mathew Mithra Noel, Venkataraman Muthiah-Nakarajan, Yug Oswal

arxiv:2303.09935 v4 · 2023-03-17 · 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{PEELGEGNQGIAY6OSA5SSW754LX}

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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.

Receipt and verification

First computed	2026-07-05T09:30:55.359335Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7908b310cd81900c79d207652b7fbc5de47af3a6ae32f49e27634485767bea7c

Aliases

arxiv: 2303.09935 · arxiv_version: 2303.09935v4 · doi: 10.48550/arxiv.2303.09935 · pith_short_12: PEELGEGNQGIA · pith_short_16: PEELGEGNQGIAY6OS · pith_short_8: PEELGEGN

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/PEELGEGNQGIAY6OSA5SSW754LX \
  | 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: 7908b310cd81900c79d207652b7fbc5de47af3a6ae32f49e27634485767bea7c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7543822d744074b612b2b104658fc623958697c91d390b32e6d654ce60cca15a",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NE",
    "submitted_at": "2023-03-17T12:52:06Z",
    "title_canon_sha256": "7d371955b4bc61b3b65b73a37df690cd591ca251b608ed4138f5e270fa286d68"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.09935",
    "kind": "arxiv",
    "version": 4
  }
}