Pith Number

pith:NRY64HA6

pith:2024:NRY64HA6SMMAKHEKMWL6NMZZZC

not attested not anchored not stored refs pending

On the Training Convergence of Transformers for In-Context Classification of Gaussian Mixtures

Cong Shen, Jing Yang, Ruida Zhou, Wei Shen

arxiv:2410.11778 v3 · 2024-10-15 · cs.LG · cs.IT · math.IT · stat.ML

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\usepackage{pith}
\pithnumber{NRY64HA6SMMAKHEKMWL6NMZZZC}

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Record completeness

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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

1 paper in Pith

In-Context Reward Adaptation for Robust Preference Modeling

Receipt and verification

First computed	2026-07-05T11:12:10.966081Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6c71ee1c1e9318051c8a6597e6b339c88273c5e9648db6511d40cf9a697c7546

Aliases

arxiv: 2410.11778 · arxiv_version: 2410.11778v3 · doi: 10.48550/arxiv.2410.11778 · pith_short_12: NRY64HA6SMMA · pith_short_16: NRY64HA6SMMAKHEK · pith_short_8: NRY64HA6

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/NRY64HA6SMMAKHEKMWL6NMZZZC \
  | 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: 6c71ee1c1e9318051c8a6597e6b339c88273c5e9648db6511d40cf9a697c7546

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0fb668b76ba7babac356fa30e4ca63ed633dc54ce6dd2e000eded0b56828be06",
    "cross_cats_sorted": [
      "cs.IT",
      "math.IT",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-15T16:57:14Z",
    "title_canon_sha256": "1b208a204072e0eddc021ddb0338e7875a2cb59d15abf43a8d9194710fdc1329"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.11778",
    "kind": "arxiv",
    "version": 3
  }
}