Pith Number

pith:2BX6UNZZ

pith:2023:2BX6UNZZFJHYPVHDBJBFLPOZBI

not attested not anchored not stored refs pending

Not All Data Matters: An End-to-End Adaptive Dataset Pruning Framework for Enhancing Model Performance and Efficiency

Furao Shen, Hongchao Yang, Jian Zhao, Suhan Guo, Suorong Yang

arxiv:2312.05599 v1 · 2023-12-09 · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2BX6UNZZFJHYPVHDBJBFLPOZBI}

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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

1 paper in Pith

Multimodal-Guided Dynamic Dataset Pruning for Robust and Efficient Data-Centric Learning

Receipt and verification

First computed	2026-07-05T07:22:29.544434Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d06fea37392a4f87d4e30a4255bdd90a30eef0e130323e73cae705b4b428f7f2

Aliases

arxiv: 2312.05599 · arxiv_version: 2312.05599v1 · doi: 10.48550/arxiv.2312.05599 · pith_short_12: 2BX6UNZZFJHY · pith_short_16: 2BX6UNZZFJHYPVHD · pith_short_8: 2BX6UNZZ

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/2BX6UNZZFJHYPVHDBJBFLPOZBI \
  | 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: d06fea37392a4f87d4e30a4255bdd90a30eef0e130323e73cae705b4b428f7f2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6c5aaa5e3726ab75a9eb3b656c9ec89e96c77c4636c0ce535735101b9b0b12c1",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-12-09T16:01:21Z",
    "title_canon_sha256": "31018ccad88c37e891001a747c0ae7e5155d3d76d2948ffc9738d9a82f1f20b5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.05599",
    "kind": "arxiv",
    "version": 1
  }
}