Pith Number

pith:S5UFCUIL

pith:2022:S5UFCUILLB5MCIZDGIXJLRWD27

not attested not anchored not stored refs pending

On the Effectiveness of Fine-tuning Versus Meta-reinforcement Learning

Pieter Abbeel, Stephen James, Zhao Mandi

arxiv:2206.03271 v2 · 2022-06-07 · cs.LG · cs.AI · cs.CV · cs.RO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{S5UFCUILLB5MCIZDGIXJLRWD27}

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

ProMi: An Efficient Prototype-Mixture Baseline for Few-Shot Segmentation with Bounding-Box Annotations

Receipt and verification

First computed	2026-07-05T05:42:25.478516Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

976851510b587ac12323322e95c6c3d7c0d8974a30e7312daf9da60a1850ae71

Aliases

arxiv: 2206.03271 · arxiv_version: 2206.03271v2 · doi: 10.48550/arxiv.2206.03271 · pith_short_12: S5UFCUILLB5M · pith_short_16: S5UFCUILLB5MCIZD · pith_short_8: S5UFCUIL

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/S5UFCUILLB5MCIZDGIXJLRWD27 \
  | 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: 976851510b587ac12323322e95c6c3d7c0d8974a30e7312daf9da60a1850ae71

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f08aa736faba16100a1d9f9ee6d9d0c6ed57e6e2e9599f0f34acce185274d55b",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV",
      "cs.RO"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-06-07T13:24:00Z",
    "title_canon_sha256": "62f4125b882db584c5fd6ed09acb7e3bedb63b4dd5d38a22b3a0d0972bdc6376"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.03271",
    "kind": "arxiv",
    "version": 2
  }
}