Pith Number

pith:RU57NQVI

pith:2023:RU57NQVIB52BMO6SM5YLNH7XBH

not attested not anchored not stored refs pending

SwiftLearn: A Data-Efficient Training Method of Deep Learning Models using Importance Sampling

Austin Wen, Farnoosh Javadi, Foozhan Ataiefard, Habib Hajimolahoseini, Kangling Liu, Mehdi Ahmadi, Mohammad Hassanpour, Omar Mohamed Awad, Saina Asani, Walid Ahmed, Yang Liu

arxiv:2311.15134 v1 · 2023-11-25 · cs.LG · 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{RU57NQVIB52BMO6SM5YLNH7XBH}

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.

Receipt and verification

First computed	2026-07-05T07:16:59.496485Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8d3bf6c2a80f74163bd26770b69ff709f2e6ad503f641c6c388909646aafda9e

Aliases

arxiv: 2311.15134 · arxiv_version: 2311.15134v1 · doi: 10.48550/arxiv.2311.15134 · pith_short_12: RU57NQVIB52B · pith_short_16: RU57NQVIB52BMO6S · pith_short_8: RU57NQVI

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/RU57NQVIB52BMO6SM5YLNH7XBH \
  | 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: 8d3bf6c2a80f74163bd26770b69ff709f2e6ad503f641c6c388909646aafda9e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e840fcce845597793129366c87225edd7e61c45b23e6cd5a771dc74fce718852",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-25T22:51:01Z",
    "title_canon_sha256": "8990c5e5d54da3d5df7fce835774c8b1b718da932741746a68b53ce4476a1b06"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.15134",
    "kind": "arxiv",
    "version": 1
  }
}