Pith Number

pith:E32HR2XL

pith:2021:E32HR2XLWDPV3RVYRG4HEQMFG4

not attested not anchored not stored refs pending

Curriculum learning for language modeling

Daniel Campos

arxiv:2108.02170 v1 · 2021-08-04 · cs.CL · 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{E32HR2XLWDPV3RVYRG4HEQMFG4}

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

1 paper in Pith

The Benefits of Temporal Correlations: SGD Learns k-Juntas from Random Walks Efficiently

Receipt and verification

First computed	2026-07-05T03:03:22.288366Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

26f478eaebb0df5dc6b889b872418537354964b0dedc3bc5c6155eb61b207dca

Aliases

arxiv: 2108.02170 · arxiv_version: 2108.02170v1 · doi: 10.48550/arxiv.2108.02170 · pith_short_12: E32HR2XLWDPV · pith_short_16: E32HR2XLWDPV3RVY · pith_short_8: E32HR2XL

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/E32HR2XLWDPV3RVYRG4HEQMFG4 \
  | 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: 26f478eaebb0df5dc6b889b872418537354964b0dedc3bc5c6155eb61b207dca

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a08dcb1fe340c0a74640628f740547be69556040a2c646af3ed080c159d5c5a2",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2021-08-04T16:53:43Z",
    "title_canon_sha256": "505d7255218b07446b9408ea5518acc3fbf3efb8b8bd224447f33b6da07c6bbc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2108.02170",
    "kind": "arxiv",
    "version": 1
  }
}