Pith. sign in
Pith Number

pith:MWJFULXH

pith:2022:MWJFULXH7AVV343WZBME55YSEO
not attested not anchored not stored refs pending

Fuzzy Positive Learning for Semi-supervised Semantic Segmentation

Chang Liu, Fan Xu, Guoli Song, Jie Chen, Pengchong Qiao, Xiangyang Ji, Yu Wang, Zhennan Wang, Zhidan Wei

arxiv:2210.08519 v2 · 2022-10-16 · cs.CV

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{MWJFULXH7AVV343WZBME55YSEO}

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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 2026-07-05T05:17:29.256304Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

65925a2ee7f82b5df376c8584ef7122394f2671e8b0b4ee9da480eb057c584e9

Aliases

arxiv: 2210.08519 · arxiv_version: 2210.08519v2 · doi: 10.48550/arxiv.2210.08519 · pith_short_12: MWJFULXH7AVV · pith_short_16: MWJFULXH7AVV343W · pith_short_8: MWJFULXH
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/MWJFULXH7AVV343WZBME55YSEO \
  | 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: 65925a2ee7f82b5df376c8584ef7122394f2671e8b0b4ee9da480eb057c584e9
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "5711afc94198ab32716c506f0b89537216a0309ca8df3c5c0cec2c478bd66408",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2022-10-16T12:37:39Z",
    "title_canon_sha256": "013422e18d9026a16d011be4f3f886f64c257a2ecbeefeb5357f4d62b2d09774"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.08519",
    "kind": "arxiv",
    "version": 2
  }
}