Pith Number

pith:NNYAG6UE

pith:2024:NNYAG6UE6SCKISVUPBRTDGNZ63

not attested not anchored not stored refs pending

Heuristic-Free Multi-Teacher Learning

Benjamin Louie, Chunglin Wen, En-Hung Chu, Huy Thong Nguyen, Jazon Jiao, Lenord Melvix

arxiv:2411.12724 v2 · 2024-11-19 · cs.LG · cs.AI · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NNYAG6UE6SCKISVUPBRTDGNZ63}

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	2026-07-05T10:04:58.628833Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6b70037a84f484a44ab478633199b9f6c3def7f2f76708ed650be835ed55add6

Aliases

arxiv: 2411.12724 · arxiv_version: 2411.12724v2 · doi: 10.48550/arxiv.2411.12724 · pith_short_12: NNYAG6UE6SCK · pith_short_16: NNYAG6UE6SCKISVU · pith_short_8: NNYAG6UE

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/NNYAG6UE6SCKISVUPBRTDGNZ63 \
  | 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: 6b70037a84f484a44ab478633199b9f6c3def7f2f76708ed650be835ed55add6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "88ced99789227104f4dba3e7c12d95a8f11974b3f167bee510683b8eb122d8f7",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-19T18:45:16Z",
    "title_canon_sha256": "9f4cee90b46fe748c510b7d2c7835e5645e3284e2cada65600363b169ec384f0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.12724",
    "kind": "arxiv",
    "version": 2
  }
}