Pith Number

pith:EYC4CVXM

pith:2024:EYC4CVXMBO2HAONKXYEUFDEPRV

not attested not anchored not stored refs pending

Co-Supervised Learning: Improving Weak-to-Strong Generalization with Hierarchical Mixture of Experts

Alexandre Alahi, Yuejiang Liu

arxiv:2402.15505 v1 · 2024-02-23 · cs.LG · cs.AI · cs.CV

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EYC4CVXMBO2HAONKXYEUFDEPRV}

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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.

Cited by

5 papers in Pith

Feature Learning in Linear-Width Two-Layer Networks: Two vs. One Step of Gradient Descent

Discrepancies are Virtue: Weak-to-Strong Generalization through Lens of Intrinsic Dimension

Generalizable Video Quality Assessment via Weak-to-Strong Learning

Feature Learning in Linear-Width Two-Layer Networks: Two vs. One Step of Gradient Descent

On the Blessing of Pre-training in Weak-to-Strong Generalization

Receipt and verification

First computed	2026-07-05T07:48:41.369427Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2605c156ec0bb47039aabe09428c8f8d6a2e9f0680cf4753c28c5f979fc52d84

Aliases

arxiv: 2402.15505 · arxiv_version: 2402.15505v1 · doi: 10.48550/arxiv.2402.15505 · pith_short_12: EYC4CVXMBO2H · pith_short_16: EYC4CVXMBO2HAONK · pith_short_8: EYC4CVXM

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/EYC4CVXMBO2HAONKXYEUFDEPRV \
  | 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: 2605c156ec0bb47039aabe09428c8f8d6a2e9f0680cf4753c28c5f979fc52d84

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7f3327b85f297ba974bca898c81af4d1bb93d8fb09b485b188661e4b0235e1b5",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-23T18:56:11Z",
    "title_canon_sha256": "2b04d712b7be3f4fffee43d37b9871e7b0f440e0e52468c8dfb1b3d773ad00b5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.15505",
    "kind": "arxiv",
    "version": 1
  }
}