Pith Number

pith:RNQURRIV

pith:2023:RNQURRIVQADA2LA7UZYXXZMHLD

not attested not anchored not stored refs pending

Tuning computer vision models with task rewards

Alexander Kolesnikov, Andr\'e Susano Pinto, Lucas Beyer, Xiaohua Zhai, Yuge Shi

arxiv:2302.08242 v1 · 2023-02-16 · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RNQURRIVQADA2LA7UZYXXZMHLD}

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

A Review On Safe Reinforcement Learning Using Lyapunov and Barrier Functions

Response Time Enhances Alignment with Heterogeneous Preferences

Receipt and verification

First computed	2026-07-05T05:42:35.982181Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8b6148c51580060d2c1fa6717be58758da2a64ffe578eb01abff65a52cabe8c9

Aliases

arxiv: 2302.08242 · arxiv_version: 2302.08242v1 · doi: 10.48550/arxiv.2302.08242 · pith_short_12: RNQURRIVQADA · pith_short_16: RNQURRIVQADA2LA7 · pith_short_8: RNQURRIV

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/RNQURRIVQADA2LA7UZYXXZMHLD \
  | 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: 8b6148c51580060d2c1fa6717be58758da2a64ffe578eb01abff65a52cabe8c9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dc80a523ddff1ce4fec82cf970cad7bd74a11376ddf9356d5ea0de744f33f416",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-02-16T11:49:48Z",
    "title_canon_sha256": "f130d4de3eebf88db4cd35c8dcc1a0bc862854a4922296fbaa4ec24d399ed876"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.08242",
    "kind": "arxiv",
    "version": 1
  }
}