Pith Number

pith:WERF3CXM

pith:2024:WERF3CXMQGESDEQ7MUK3I542YK

not attested not anchored not stored refs pending

Parameter-Efficient Active Learning for Foundational models

Amrutha Machireddy, Athmanarayanan Lakshmi Narayanan, Mahesh Subedar, Ranganath Krishnan

arxiv:2406.09296 v2 · 2024-06-13 · cs.CV · 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{WERF3CXMQGESDEQ7MUK3I542YK}

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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

Optimizing Active Learning in Vision-Language Models via Parameter-Efficient Uncertainty Calibration

Receipt and verification

First computed	2026-07-05T08:31:53.584067Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b1225d8aec818921921f6515b4779ac2b86a4b1dface9e452060b720ad9a7869

Aliases

arxiv: 2406.09296 · arxiv_version: 2406.09296v2 · doi: 10.48550/arxiv.2406.09296 · pith_short_12: WERF3CXMQGES · pith_short_16: WERF3CXMQGESDEQ7 · pith_short_8: WERF3CXM

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/WERF3CXMQGESDEQ7MUK3I542YK \
  | 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: b1225d8aec818921921f6515b4779ac2b86a4b1dface9e452060b720ad9a7869

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7cd89bdd46772afc361fa075acaeb2742c8a42ae0bb784ad0b2975ff646b31c2",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-06-13T16:30:32Z",
    "title_canon_sha256": "0a52777cc59d832e947315fbaaf7a8a38f8dac437d963a25a0e4b7a54ee26854"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.09296",
    "kind": "arxiv",
    "version": 2
  }
}