Pith Number

pith:FTL46ZLN

pith:2026:FTL46ZLNHWG5RNVVZVTU5WRLXJ

not attested not anchored not stored refs pending

PILOT: A Data-Free Continual Learning Approach for Real-Time Semantic Segmentation via Boundary Guidance

Prashant Shekhar, Thomas Yang, Yongxin Liu, Yujing Zhou

arxiv:2605.27128 v1 · 2026-05-26 · cs.CV · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FTL46ZLNHWG5RNVVZVTU5WRLXJ}

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	2026-05-27T02:05:43.398622Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2cd7cf656d3d8dd8b6b5cd674eda2bba6abea27d44dda098625a22efd6bffb5a

Aliases

arxiv: 2605.27128 · arxiv_version: 2605.27128v1 · doi: 10.48550/arxiv.2605.27128 · pith_short_12: FTL46ZLNHWG5 · pith_short_16: FTL46ZLNHWG5RNVV · pith_short_8: FTL46ZLN

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/FTL46ZLNHWG5RNVVZVTU5WRLXJ \
  | 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: 2cd7cf656d3d8dd8b6b5cd674eda2bba6abea27d44dda098625a22efd6bffb5a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6a07edc8da8b44ae42f0daae8420a390703c96194802e5774fda72565e99cb71",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2026-05-26T15:00:12Z",
    "title_canon_sha256": "f3afdfe6e2ad93b12cf4d00ed1680396bbf24c1af569a6ab239f33dc34014cfb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.27128",
    "kind": "arxiv",
    "version": 1
  }
}