pith. sign in
Pith Number

pith:MSXZA4MQ

pith:2026:MSXZA4MQXUP3MC5UVXSIZORBNC
not attested not anchored not stored refs pending

Reversing the Flow: Generation-to-Understanding Synergy in Large Multimodal Models

Dongliang Chang, Xintong Liu, Yuanchen Fang, Yujun Tong, Zhanyu Ma, Zijin Yin

arxiv:2605.15792 v1 · 2026-05-15 · cs.CV

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{MSXZA4MQXUP3MC5UVXSIZORBNC}

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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 2026-05-20T00:01:18.599915Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

64af907190bd1fb60bb4ade48cba216891b6b6261f470438bdca6ff9e2006dca

Aliases

arxiv: 2605.15792 · arxiv_version: 2605.15792v1 · doi: 10.48550/arxiv.2605.15792 · pith_short_12: MSXZA4MQXUP3 · pith_short_16: MSXZA4MQXUP3MC5U · pith_short_8: MSXZA4MQ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/MSXZA4MQXUP3MC5UVXSIZORBNC \
  | 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: 64af907190bd1fb60bb4ade48cba216891b6b6261f470438bdca6ff9e2006dca
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "0d0dd8b476ef939c33d81d601c5fcfa476cb13d31796217a69f9b5623083d6f7",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2026-05-15T09:48:46Z",
    "title_canon_sha256": "1fca55cb03c5ff2f6440d8423ec723c8d44f142fceaaa28e76013c8edc0ac19e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.15792",
    "kind": "arxiv",
    "version": 1
  }
}