Pith Number

pith:O7GCJ6XU

pith:2022:O7GCJ6XULIYWDY74FJTYZZMIWS

not attested not anchored not stored refs pending

Modality Competition: What Makes Joint Training of Multi-modal Network Fail in Deep Learning? (Provably)

Chang Zhou, Hongxia Yang, Junyang Lin, Longbo Huang, Yu Huang

arxiv:2203.12221 v1 · 2022-03-23 · 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{O7GCJ6XULIYWDY74FJTYZZMIWS}

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.

Cited by

3 papers in Pith

Information-Theoretic Decomposition for Multimodal Interaction Learning

Boosting Multimodal Federated Learning via Chained Modality Optimization

Optimizing Deep Learning Photometric Redshifts for the Roman Space Telescope with HST/CANDELS

Receipt and verification

First computed	2026-07-05T04:07:57.067595Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

77cc24faf45a3161e3fc2a678ce588b499d3d0d0fe199ae6209e67dfd49cbb8a

Aliases

arxiv: 2203.12221 · arxiv_version: 2203.12221v1 · doi: 10.48550/arxiv.2203.12221 · pith_short_12: O7GCJ6XULIYW · pith_short_16: O7GCJ6XULIYWDY74 · pith_short_8: O7GCJ6XU

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/O7GCJ6XULIYWDY74FJTYZZMIWS \
  | 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: 77cc24faf45a3161e3fc2a678ce588b499d3d0d0fe199ae6209e67dfd49cbb8a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e79c6061f94310aaae63dde256eda2ca483c3e89a145fc2abebd61105d0806b7",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-03-23T06:21:53Z",
    "title_canon_sha256": "e68e9501b38768fabdb921699f268a027e696c4c716087e25b62b5fc3792878b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2203.12221",
    "kind": "arxiv",
    "version": 1
  }
}