Pith Number

pith:PALPQJYT

pith:2024:PALPQJYT7MKQS64DEPUNK6NJ2V

not attested not anchored not stored refs pending

Aioli: A Unified Optimization Framework for Language Model Data Mixing

Christopher R\'e, Kyunghyun Cho, Mayee F. Chen, Michael Y. Hu, Nicholas Lourie

arxiv:2411.05735 v2 · 2024-11-08 · cs.LG · cs.AI · cs.CL · stat.ML

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

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\usepackage{pith}
\pithnumber{PALPQJYT7MKQS64DEPUNK6NJ2V}

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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

2 papers in Pith

WARP: Weight-Space Analysis for Recovering Training Data Portfolios

DUET: Optimizing Training Data Mixtures via Feedback from Unseen Evaluation Tasks

Receipt and verification

First computed	2026-07-05T10:51:28.181517Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7816f82713fb15097b8323e8d579a9d5477c481449ad9df982a80fe634e4fd71

Aliases

arxiv: 2411.05735 · arxiv_version: 2411.05735v2 · doi: 10.48550/arxiv.2411.05735 · pith_short_12: PALPQJYT7MKQ · pith_short_16: PALPQJYT7MKQS64D · pith_short_8: PALPQJYT

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/PALPQJYT7MKQS64DEPUNK6NJ2V \
  | 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: 7816f82713fb15097b8323e8d579a9d5477c481449ad9df982a80fe634e4fd71

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "788c358109a5fbed05d4023a0c4b55237099d045fd1f9b54a162d0b1d93f5be6",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-08T17:50:24Z",
    "title_canon_sha256": "0c5f75e68fac0c35bb2275b3023078e19ebbf8389181158af042cf97b290104e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.05735",
    "kind": "arxiv",
    "version": 2
  }
}