Pith Number

pith:APYLD76M

pith:2014:APYLD76MDV24DC7XCLJQEQNSOQ

not attested not anchored not stored refs pending

Deep Multi-Instance Transfer Learning

Dimitrios Kotzias, Misha Denil, Nando de Freitas, Phil Blunsom

arxiv:1411.3128 v2 · 2014-11-12 · cs.LG · stat.ML

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

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

Multi-View Attention Multiple-Instance Learning Enhanced by LLM Reasoning for Cognitive Distortion Detection

Receipt and verification

First computed	2026-05-18T02:31:37.682787Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

03f0b1ffcc1d75c18bf712d30241b2740baa0657e78e29de261a700654878de1

Aliases

arxiv: 1411.3128 · arxiv_version: 1411.3128v2 · doi: 10.48550/arxiv.1411.3128 · pith_short_12: APYLD76MDV24 · pith_short_16: APYLD76MDV24DC7X · pith_short_8: APYLD76M

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/APYLD76MDV24DC7XCLJQEQNSOQ \
  | 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: 03f0b1ffcc1d75c18bf712d30241b2740baa0657e78e29de261a700654878de1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bd3e874d577efd1009a3bc4da73747ff73482f89c32b09a24ed373ed20a3513a",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2014-11-12T10:40:52Z",
    "title_canon_sha256": "060c03951ae9097d79b1ac254aa5adca5f18e1ff7c8d47856a9e4b86596b9a55"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1411.3128",
    "kind": "arxiv",
    "version": 2
  }
}