Pith Number

pith:WDVFV2BV

pith:2025:WDVFV2BVN2O2JV2TKOBKTI62ET

not attested not anchored not stored refs pending

From Selection to Generation: A Survey of LLM-based Active Learning

Branislav Kveton, Franck Dernoncourt, Hanieh Deilamsalehy, Hanjia Lyu, Hongjie Chen, Jiebo Luo, Jiuxiang Gu, Joe Barrow, Julian McAuley, Junda Wu, Koyel Mukherjee, Namyong Park, Nedim Lipka, Nesreen K. Ahmed, Puneet Mathur, Ruiyi Zhang, Ryan Aponte, Ryan A. Rossi, Seunghyun Yoon, Soumyabrata Pal, Subhojyoti Mukherjee, Sungchul Kim, Thien Huu Nguyen, Ting-Hao Kenneth Huang, Tong Yu, Xiang Chen, Xintong Li, Yue Zhao, Yu Wang, Yu Xia, Zhehao Zhang, Zhengmian Hu, Zhouhang Xie, Zichao Wang

arxiv:2502.11767 v2 · 2025-02-17 · cs.LG · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WDVFV2BVN2O2JV2TKOBKTI62ET}

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

Neuron-Aware Active Few-Shot Learning for LLMs

Receipt and verification

First computed	2026-07-05T11:13:20.625612Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b0ea5ae8356e9da4d7535382a9a3da24daf13735a6ee7a9baba0b11dfba18df0

Aliases

arxiv: 2502.11767 · arxiv_version: 2502.11767v2 · doi: 10.48550/arxiv.2502.11767 · pith_short_12: WDVFV2BVN2O2 · pith_short_16: WDVFV2BVN2O2JV2T · pith_short_8: WDVFV2BV

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/WDVFV2BVN2O2JV2TKOBKTI62ET \
  | 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: b0ea5ae8356e9da4d7535382a9a3da24daf13735a6ee7a9baba0b11dfba18df0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1580383fadbd2a643f31976ed94f6052e6721ca4a7039c70743a7411c324ecb7",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-17T12:58:17Z",
    "title_canon_sha256": "8f7d550c3fd9c934e70dbdaa068376c62f3558813d74d0defbb53e3db46e9f4f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.11767",
    "kind": "arxiv",
    "version": 2
  }
}