Pith Number

pith:T47M2UC3

pith:2023:T47M2UC3JZ3SWRNF4MYB43URXV

not attested not anchored not stored refs pending

Prompt-MIL: Boosting Multi-Instance Learning Schemes via Task-specific Prompt Tuning

Dimitris Samaras, Jingwei Zhang, Joel Saltz, Ke Ma, Maria Vakalopoulou, Prateek Prasanna, Saarthak Kapse

arxiv:2303.12214 v2 · 2023-03-21 · 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{T47M2UC3JZ3SWRNF4MYB43URXV}

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.

Receipt and verification

First computed	2026-07-05T06:57:21.935303Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9f3ecd505b4e772b45a5e3301e6e91bd47afaf0b09bca74622600076da0f1b6c

Aliases

arxiv: 2303.12214 · arxiv_version: 2303.12214v2 · doi: 10.48550/arxiv.2303.12214 · pith_short_12: T47M2UC3JZ3S · pith_short_16: T47M2UC3JZ3SWRNF · pith_short_8: T47M2UC3

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/T47M2UC3JZ3SWRNF4MYB43URXV \
  | 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: 9f3ecd505b4e772b45a5e3301e6e91bd47afaf0b09bca74622600076da0f1b6c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ae888cdde5e505b4ab89dbddba471161d787e141a6b716d913b66484d59f8e10",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-03-21T22:24:27Z",
    "title_canon_sha256": "125858bec5848109ca93a6c39abed1beefe7a8ea77a40e07378c2e159fc20359"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.12214",
    "kind": "arxiv",
    "version": 2
  }
}