Pith Number

pith:SKFFHLVS

pith:2024:SKFFHLVSU5LAZYVPCVCBJ7V6EF

not attested not anchored not stored refs pending

Speculative Coreset Selection for Task-Specific Fine-tuning

Chao Shen, Juan Zhai, Shiqing Ma, Tianlin Li, Weipeng Jiang, Xiaoyu Zhang, Yang Liu

arxiv:2410.01296 v1 · 2024-10-02 · 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{SKFFHLVSU5LAZYVPCVCBJ7V6EF}

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

2 papers in Pith

DREAM-S: Speculative Decoding with Searchable Drafting and Target-Aware Refinement for Multimodal Generation

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

Receipt and verification

First computed	2026-07-05T09:14:45.894023Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

928a53aeb2a7560ce2af154414febe2174be36d3f5dd890c1af48553d3a45d1a

Aliases

arxiv: 2410.01296 · arxiv_version: 2410.01296v1 · doi: 10.48550/arxiv.2410.01296 · pith_short_12: SKFFHLVSU5LA · pith_short_16: SKFFHLVSU5LAZYVP · pith_short_8: SKFFHLVS

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/SKFFHLVSU5LAZYVPCVCBJ7V6EF \
  | 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: 928a53aeb2a7560ce2af154414febe2174be36d3f5dd890c1af48553d3a45d1a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f5ec3c031d07dca18b21f8fa8a2f48fa0780218eca8798595e969418d63d830f",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-02T07:42:25Z",
    "title_canon_sha256": "c4bfa9a3d8a4f6362876efdc047d9a1dbf747c5783ee3ef0eb771ebc0762d363"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.01296",
    "kind": "arxiv",
    "version": 1
  }
}