Pith Number

pith:OZCYYRMO

pith:2024:OZCYYRMOP46T4HI37GZGFB7KXC

not attested not anchored not stored refs pending

A General Framework for Learning from Weak Supervision

Bhiksha Raj, Hao Chen, Jindong Wang, Lei Feng, Masashi Sugiyama, Rita Singh, Xiang Li, Xing Xie, Yidong Wang

arxiv:2402.01922 v3 · 2024-02-02 · cs.LG · cs.AI

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\usepackage{pith}
\pithnumber{OZCYYRMOP46T4HI37GZGFB7KXC}

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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.

Cited by

2 papers in Pith

Learning Stable Predictors from Weak Supervision under Distribution Shift

Receipt and verification

First computed	2026-07-05T08:27:45.818461Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

76458c458e7f3d3e1d1bf9b26287eab8b08fe7b34041e108aabe4c0cd2948774

Aliases

arxiv: 2402.01922 · arxiv_version: 2402.01922v3 · doi: 10.48550/arxiv.2402.01922 · pith_short_12: OZCYYRMOP46T · pith_short_16: OZCYYRMOP46T4HI3 · pith_short_8: OZCYYRMO

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/OZCYYRMOP46T4HI37GZGFB7KXC \
  | 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: 76458c458e7f3d3e1d1bf9b26287eab8b08fe7b34041e108aabe4c0cd2948774

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "99ef8092ee915f84bc380f4f8f11587231b93a6eb7876647b7c52eb2d08710ab",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-02T21:48:50Z",
    "title_canon_sha256": "26e1ca7f3fefbb5a79a5c038af2116f797ae73b784510b950e229d892627615a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.01922",
    "kind": "arxiv",
    "version": 3
  }
}