Pith Number

pith:LNFYQ4SF

pith:2023:LNFYQ4SFQ3AGYVSUEOD432EAW3

not attested not anchored not stored refs pending

MuLMINet: Multi-Layer Multi-Input Transformer Network with Weighted Loss

Jeongseok Oh, Minwoo Seong, Seungjun Kim

arxiv:2307.08262 v2 · 2023-07-17 · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LNFYQ4SFQ3AGYVSUEOD432EAW3}

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	2026-07-05T08:04:59.848882Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5b4b88724586c06c56542387cde880b6eec6e61299efdcfc890225801c11c25c

Aliases

arxiv: 2307.08262 · arxiv_version: 2307.08262v2 · doi: 10.48550/arxiv.2307.08262 · pith_short_12: LNFYQ4SFQ3AG · pith_short_16: LNFYQ4SFQ3AGYVSU · pith_short_8: LNFYQ4SF

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/LNFYQ4SFQ3AGYVSUEOD432EAW3 \
  | 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: 5b4b88724586c06c56542387cde880b6eec6e61299efdcfc890225801c11c25c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "53612046de3ac0423ea6a51570e29348f8daf37c7c525a154eeb8c45bf779c85",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-07-17T06:10:03Z",
    "title_canon_sha256": "311b9511a028127de6d854eee703dfcdfca6cf8fb79259b2adfaf7314f72f68a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.08262",
    "kind": "arxiv",
    "version": 2
  }
}