Pith Number

pith:2V53CWQC

pith:2024:2V53CWQCA26LDD42ES726NMMOI

not attested not anchored not stored refs pending

Task Preference Optimization: Improving Multimodal Large Language Models with Vision Task Alignment

Chenting Wang, Kunchang Li, Limin Wang, Xiangyu Zeng, Xinhao Li, Yali Wang, Yinan He, Yi Wang, Yu Qiao, Zhilin Li, Ziang Yan, Zilei Wang

arxiv:2412.19326 v2 · 2024-12-26 · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2V53CWQCA26LDD42ES726NMMOI}

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

2 papers in Pith

InternVideo2.5: Empowering Video MLLMs with Long and Rich Context Modeling

VideoChat-R1: Enhancing Spatio-Temporal Perception via Reinforcement Fine-Tuning

Receipt and verification

First computed	2026-07-05T11:29:04.951561Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d57bb15a0206bcb18f9a24bfaf358c720f3b9a2b651898105f576ef9e22b4584

Aliases

arxiv: 2412.19326 · arxiv_version: 2412.19326v2 · doi: 10.48550/arxiv.2412.19326 · pith_short_12: 2V53CWQCA26L · pith_short_16: 2V53CWQCA26LDD42 · pith_short_8: 2V53CWQC

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/2V53CWQCA26LDD42ES726NMMOI \
  | 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: d57bb15a0206bcb18f9a24bfaf358c720f3b9a2b651898105f576ef9e22b4584

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9c8fc5c449db424400b21af215898f95a371244a931f65a8ae6676ea77288123",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-12-26T18:56:05Z",
    "title_canon_sha256": "2302667309091af77e42215b883d28d65ad3d4f6e56cc4b789df9c45f28f7cef"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.19326",
    "kind": "arxiv",
    "version": 2
  }
}