Pith Number

pith:RBXYAWIY

pith:2024:RBXYAWIYLSYSYJLD63RU4SBB55

not attested not anchored not stored refs pending

Efficiently Learning at Test-Time: Active Fine-Tuning of LLMs

Andreas Krause, Ido Hakimi, Jonas H\"ubotter, Sascha Bongni

arxiv:2410.08020 v3 · 2024-10-10 · 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{RBXYAWIYLSYSYJLD63RU4SBB55}

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

8 papers in Pith

HiLSVA: Design and Evaluation of a Human-in-the-Loop Agentic System for Scientific Visualization

HMARS: A Hierarchical Multi-Agent Memory System for Long-Context Reasoning

Streamlining Analysis and Design of Two-Dimensional Electronic Spectroscopy using Machine Learning

The Signal is in the Steps: Local Scoring for Reasoning Data Selection

Learning to Discover at Test Time

Receipt and verification

First computed	2026-07-05T10:11:25.642479Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

886f8059185cb12c2563f6e34e4821ef5f5bcd09400d07a679767bae9ccc77f3

Aliases

arxiv: 2410.08020 · arxiv_version: 2410.08020v3 · doi: 10.48550/arxiv.2410.08020 · pith_short_12: RBXYAWIYLSYS · pith_short_16: RBXYAWIYLSYSYJLD · pith_short_8: RBXYAWIY

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/RBXYAWIYLSYSYJLD63RU4SBB55 \
  | 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: 886f8059185cb12c2563f6e34e4821ef5f5bcd09400d07a679767bae9ccc77f3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "028321bcfe1bf16a1f96b67b315ef732b0ef42801b18709104c60e87523b3b9f",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-10T15:17:49Z",
    "title_canon_sha256": "8eb87983fe3cc683d884cfaee0579cc531c4f9418df6cb1fb0ef9734e3a11371"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.08020",
    "kind": "arxiv",
    "version": 3
  }
}