Pith Number

pith:TO632ARY

pith:2025:TO632ARYOW3LP2TQOP37A3U2MJ

not attested not anchored not stored refs pending

ContextFormer: Redefining Efficiency in Semantic Segmentation

Mian Muhammad Naeem Abid, Nancy Mehta, Radu Timofte, Zongwei Wu

arxiv:2501.19255 v2 · 2025-01-31 · 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{TO632ARYOW3LP2TQOP37A3U2MJ}

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	2026-07-05T10:27:24.643685Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9bbdbd023875b6b7ea7073f7f06e9a6261be5f8d1ca12343e6cbbeb3f681f873

Aliases

arxiv: 2501.19255 · arxiv_version: 2501.19255v2 · doi: 10.48550/arxiv.2501.19255 · pith_short_12: TO632ARYOW3L · pith_short_16: TO632ARYOW3LP2TQ · pith_short_8: TO632ARY

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/TO632ARYOW3LP2TQOP37A3U2MJ \
  | 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: 9bbdbd023875b6b7ea7073f7f06e9a6261be5f8d1ca12343e6cbbeb3f681f873

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "124565db620ec38a31a5bc5b4d6ef18423e295fab78e3dc5ce4916a9769744d9",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-01-31T16:11:04Z",
    "title_canon_sha256": "273b65bff3d30f42fa2c0edf05a858fc082b2739ce22f39daa527877141dafe8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.19255",
    "kind": "arxiv",
    "version": 2
  }
}