Pith Number

pith:ESMSOJQY

pith:2022:ESMSOJQY7C2CPLSD76L7IEV7OC

not attested not anchored not stored refs pending

Prioritized Training on Points that are Learnable, Worth Learning, and Not Yet Learnt

Adrien Morisot, Aidan N. Gomez, Andreas Kirsch, Benedikt H\"oltgen, Jan Brauner, Mrinank Sharma, Muhammed Razzak, Sebastian Farquhar, S\"oren Mindermann, Winnie Xu, Yarin Gal

arxiv:2206.07137 v3 · 2022-06-14 · cs.LG · cs.AI · cs.CL · 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{ESMSOJQY7C2CPLSD76L7IEV7OC}

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.

Cited by

4 papers in Pith

SLAP: Stratified Loss-based Pruning for On-Policy Data-Efficient Instruction Tuning

Learning to Reason at the Frontier of Learnability

Difficulty-Based Preference Data Selection by DPO Implicit Reward Gap

LiLAW: Lightweight Learnable Adaptive Weighting to Learn Sample Difficulty & Improve Noisy Training

Receipt and verification

First computed	2026-07-05T05:00:43.309262Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2499272618f8b427ae43ff97f412bf70855ecea634a8b61d6cbf215cef829abd

Aliases

arxiv: 2206.07137 · arxiv_version: 2206.07137v3 · doi: 10.48550/arxiv.2206.07137 · pith_short_12: ESMSOJQY7C2C · pith_short_16: ESMSOJQY7C2CPLSD · pith_short_8: ESMSOJQY

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/ESMSOJQY7C2CPLSD76L7IEV7OC \
  | 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: 2499272618f8b427ae43ff97f412bf70855ecea634a8b61d6cbf215cef829abd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d9c6201ceabad09a46693fe0ef1be4a6eda0c142cd7508d145f5106449861ad7",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-06-14T19:49:52Z",
    "title_canon_sha256": "d3439621fcc21bf1adfc8c7331f1be5bd347c7e5f09631b6792b367c4ef60d08"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.07137",
    "kind": "arxiv",
    "version": 3
  }
}