Pith Number

pith:P4BOJAMW

pith:2024:P4BOJAMW7VZ6ZFXMJMSG2U3ZPC

not attested not anchored not stored refs pending

Reinforcement Learning as a Parsimonious Alternative to Prediction Cascades: A Case Study on Image Segmentation

Anika Tabassum, Bharat Srikishan, Nikhil Muralidhar, Ramakrishnan Kannan, Srikanth Allu

arxiv:2402.11760 v1 · 2024-02-19 · cs.LG · 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{P4BOJAMW7VZ6ZFXMJMSG2U3ZPC}

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	2026-07-05T07:46:44.041929Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7f02e48196fd73ec96ec4b246d5379788eaeb86819593a0d0c1ae48c1cfc99fb

Aliases

arxiv: 2402.11760 · arxiv_version: 2402.11760v1 · doi: 10.48550/arxiv.2402.11760 · pith_short_12: P4BOJAMW7VZ6 · pith_short_16: P4BOJAMW7VZ6ZFXM · pith_short_8: P4BOJAMW

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/P4BOJAMW7VZ6ZFXMJMSG2U3ZPC \
  | 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: 7f02e48196fd73ec96ec4b246d5379788eaeb86819593a0d0c1ae48c1cfc99fb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b8190d273a15837595f2dc6660ea2a4883c5770a22e627db547b2320f093c632",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-19T01:17:52Z",
    "title_canon_sha256": "e941989bf4e48ad4d07d8ff8cfeb10ca4f6d1ce374c6c549c6acb35fac2c007f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.11760",
    "kind": "arxiv",
    "version": 1
  }
}