Pith Number

pith:JTMVMEQD

pith:2024:JTMVMEQD53YIUG2426PDR6VRJP

not attested not anchored not stored refs pending

Adversarial Training via Adaptive Knowledge Amalgamation of an Ensemble of Teachers

Linfeng Ye, Shayan Mohajer Hamidi

arxiv:2405.13324 v1 · 2024-05-22 · cs.LG · 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{JTMVMEQD53YIUG2426PDR6VRJP}

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	2026-07-05T08:22:01.471910Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4cd9561203eef08a1b5cd79e38fab14bc059a9ac8722d668a98955a59c42e77f

Aliases

arxiv: 2405.13324 · arxiv_version: 2405.13324v1 · doi: 10.48550/arxiv.2405.13324 · pith_short_12: JTMVMEQD53YI · pith_short_16: JTMVMEQD53YIUG24 · pith_short_8: JTMVMEQD

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/JTMVMEQD53YIUG2426PDR6VRJP \
  | 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: 4cd9561203eef08a1b5cd79e38fab14bc059a9ac8722d668a98955a59c42e77f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6d0aec5893d8d19f7a2e95a41f605737087e0000d694f2a1b071f1c67a6fac14",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-22T03:47:55Z",
    "title_canon_sha256": "99c8bef4d6f5baaa8bc115dfaba00b938d3a0feaa8e763092073d87cd3d77054"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.13324",
    "kind": "arxiv",
    "version": 1
  }
}