Paper Citation Record · LEDGER

VistaDPO: Video Hierarchical Spatial-Temporal Direct Preference Optimization for Large Video Models

As of 18 August 2026, this Paper Citation Record lists 49 of 49 outbound references and 10 inbound Pith citation observations for arXiv:2504.13122.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2504.13122 v1

Coverage vector

measured 49 of 49 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T12:19:43.580227Z

measured 59 of 59 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 10 of 10 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T20:19:03.525559Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-07-03T10:27:56.144016Z

Reference resolution

49 of 49 outbound references displayed

verified exact1
verified fuzzy5
unresolved42
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation fa1715a4-5412-48fe-878e-a379bcbbc447 · outbound

This paper cites Tuning Large Multimodal Models for Videos using Reinforcement Learning from AI Feedback.

VistaDPO: Video Hierarchical Spatial-Temporal Direct Preference Optimization for Large Video Models Tuning Large Multimodal Models for Videos using Reinforcement Learning from AI Feedback

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-16T12:19:43.327925Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a14fddc4-8cd3-4e66-8a28-aa9c270d0795 · outbound

This paper cites IS IN VIDEO?.

VistaDPO: Video Hierarchical Spatial-Temporal Direct Preference Optimization for Large Video Models IS IN VIDEO?

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:19:44.581214Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation dc1855ff-4341-4f1e-b0c9-6337d2494712 · outbound

This paper cites The Llama 3 Herd of Models.

VistaDPO: Video Hierarchical Spatial-Temporal Direct Preference Optimization for Large Video Models The Llama 3 Herd of Models

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-16T12:19:43.356656Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a414dfc4-0f7d-48a7-9136-632206189ff2 · outbound

This paper cites KTO: Model Alignment as Prospect Theoretic Optimization.

VistaDPO: Video Hierarchical Spatial-Temporal Direct Preference Optimization for Large Video Models KTO: Model Alignment as Prospect Theoretic Optimization

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-16T12:19:43.362082Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4da6417e-9ebc-4de9-a98d-121cf9a32f72 · outbound

This paper cites Video-MME: The First-Ever Comprehensive Evaluation Benchmark of Multi-modal LLMs in Video Analysis.

VistaDPO: Video Hierarchical Spatial-Temporal Direct Preference Optimization for Large Video Models Video-MME: The First-Ever Comprehensive Evaluation Benchmark of Multi-modal LLMs in Video Analysis

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-16T12:19:43.367110Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d678e26-6420-4724-95e6-d52c75fb19c9 · outbound

This paper cites VITA-1.5: Towards GPT-4o Level Real-Time Vision and Speech Interaction.

VistaDPO: Video Hierarchical Spatial-Temporal Direct Preference Optimization for Large Video Models VITA-1.5: Towards GPT-4o Level Real-Time Vision and Speech Interaction

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-16T12:19:43.373003Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6ea9a593-c438-455f-a9e1-6afe101ede42 · outbound

This paper cites Recent Advances in Multimodal Affective Computing: An NLP Perspective.

VistaDPO: Video Hierarchical Spatial-Temporal Direct Preference Optimization for Large Video Models Recent Advances in Multimodal Affective Computing: An NLP Perspective

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-16T12:19:43.378645Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 014862bd-4d94-40a8-8061-f7fba16d91bc · outbound

This paper cites Evidential Deep Partial Multi-View Classification With Discount Fusion.

VistaDPO: Video Hierarchical Spatial-Temporal Direct Preference Optimization for Large Video Models Evidential Deep Partial Multi-View Classification With Discount Fusion

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-16T12:19:43.384521Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ff65b27-49f2-4ed6-a12f-31ac24b22024 · outbound

This paper cites is_in_video.

VistaDPO: Video Hierarchical Spatial-Temporal Direct Preference Optimization for Large Video Models is_in_video

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:19:44.507219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e42c3810-321a-495b-b2b7-8e8fab72f62c · outbound

This paper cites A Survey of Hallucination in Large Visual Language Models.

VistaDPO: Video Hierarchical Spatial-Temporal Direct Preference Optimization for Large Video Models A Survey of Hallucination in Large Visual Language Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-16T12:19:43.394520Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d99dc812-2306-41f2-a83b-ec9ed90bc5ef · outbound

This paper cites The Curse of Multi-Modalities: Evaluating Hallucinations of Large Multimodal Models across Language, Visual, and Audio.

VistaDPO: Video Hierarchical Spatial-Temporal Direct Preference Optimization for Large Video Models The Curse of Multi-Modalities: Evaluating Hallucinations of Large Multimodal Models across Language, Visual, and Audio

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-16T12:19:43.400125Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b7e47254-d162-4fa4-9d5f-f15ef6ceea48 · outbound

This paper cites VidHalluc: Evaluating Temporal Hallucinations in Multimodal Large Language Models for Video Understanding.

VistaDPO: Video Hierarchical Spatial-Temporal Direct Preference Optimization for Large Video Models VidHalluc: Evaluating Temporal Hallucinations in Multimodal Large Language Models for Video Understanding

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-16T12:19:43.405426Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7711dc94-2044-41e8-9bd6-28b039097fb5 · outbound

This paper cites Video-LLaVA: Learning United Visual Representation by Alignment Before Projection.

VistaDPO: Video Hierarchical Spatial-Temporal Direct Preference Optimization for Large Video Models Video-LLaVA: Learning United Visual Representation by Alignment Before Projection

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-16T12:19:43.410517Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c3cb0b1-4dc1-4976-8cd0-348a781071c6 · outbound

This paper cites A Survey on Hallucination in Large Vision-Language Models.

VistaDPO: Video Hierarchical Spatial-Temporal Direct Preference Optimization for Large Video Models A Survey on Hallucination in Large Vision-Language Models

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-16T12:19:43.416665Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86a5c270-8311-488c-b405-56b6c3d4b9f6 · outbound

This paper cites Eliminating Biased Length Reliance of Direct Preference Optimization via Down-Sampled KL Divergence.

VistaDPO: Video Hierarchical Spatial-Temporal Direct Preference Optimization for Large Video Models Eliminating Biased Length Reliance of Direct Preference Optimization via Down-Sampled KL Divergence

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-16T12:19:43.422381Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8ddf8e9-9d1c-47a8-902b-dbaccfe1bccf · outbound

This paper cites NUS-Emo at SemEval-2024 Task 3: Instruction-Tuning LLM for Multimodal Emotion-Cause Analysis in Conversations.

VistaDPO: Video Hierarchical Spatial-Temporal Direct Preference Optimization for Large Video Models NUS-Emo at SemEval-2024 Task 3: Instruction-Tuning LLM for Multimodal Emotion-Cause Analysis in Conversations

Reference 19

Resolution: verified exact; local_arxiv, observed 2026-08-16T12:19:44.196154Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 2bd36449-a311-4a77-abfa-d0f6b8488a9f · outbound

This paper cites Video-ChatGPT: Towards Detailed Video Understanding via Large Vision and Language Models.

VistaDPO: Video Hierarchical Spatial-Temporal Direct Preference Optimization for Large Video Models Video-ChatGPT: Towards Detailed Video Understanding via Large Vision and Language Models

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-16T12:19:43.433823Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 110a5a09-9512-4b78-b90d-8bb86694db2a · outbound

This paper cites VideoGPT+: Integrating Image and Video Encoders for Enhanced Video Understanding.

VistaDPO: Video Hierarchical Spatial-Temporal Direct Preference Optimization for Large Video Models VideoGPT+: Integrating Image and Video Encoders for Enhanced Video Understanding

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-16T12:19:43.438655Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ef4b2a90-6878-43f8-85c3-d64409e6a09d · outbound

This paper cites STAR: A Schema-Guided Dialog Dataset for Transfer Learning.

VistaDPO: Video Hierarchical Spatial-Temporal Direct Preference Optimization for Large Video Models STAR: A Schema-Guided Dialog Dataset for Transfer Learning

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-16T12:19:43.443399Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 14f20c35-5b03-4bee-a0e2-520c1cd02e99 · outbound

This paper cites Instruction Tuning with GPT-4.

VistaDPO: Video Hierarchical Spatial-Temporal Direct Preference Optimization for Large Video Models Instruction Tuning with GPT-4

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-16T12:19:43.454744Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation deb317cd-67e6-4ec0-accf-f3f8d3cc0e5c · outbound

This paper cites Momentor: Advancing Video Large Language Model with Fine-Grained Temporal Reasoning.

VistaDPO: Video Hierarchical Spatial-Temporal Direct Preference Optimization for Large Video Models Momentor: Advancing Video Large Language Model with Fine-Grained Temporal Reasoning

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-16T12:19:43.459735Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2002e216-17be-4da8-b4f8-d82623194de1 · outbound

This paper cites Mitigating Object Hallucination in MLLMs via Data-augmented Phrase-level Alignment.

VistaDPO: Video Hierarchical Spatial-Temporal Direct Preference Optimization for Large Video Models Mitigating Object Hallucination in MLLMs via Data-augmented Phrase-level Alignment

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-16T12:19:43.464663Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bbba619d-6583-490e-9106-74a68b0958d7 · outbound

This paper cites TOMATO: Assessing Visual Temporal Reasoning Capabilities in Multimodal Foundation Models.

VistaDPO: Video Hierarchical Spatial-Temporal Direct Preference Optimization for Large Video Models TOMATO: Assessing Visual Temporal Reasoning Capabilities in Multimodal Foundation Models

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-16T12:19:43.469684Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ba5f19e-68cb-4b59-9a54-ef6b9b60e739 · outbound

This paper cites Reason-rft: Reinforcement fine-tuning for visual reasoning.

VistaDPO: Video Hierarchical Spatial-Temporal Direct Preference Optimization for Large Video Models Reason-rft: Reinforcement fine-tuning for visual reasoning

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-16T12:19:43.474298Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1fdcb6b7-89d2-4790-bb73-d83abf680ca4 · outbound

This paper cites EVALALIGN: Supervised Fine-Tuning Multimodal LLMs with Human-Aligned Data for Evaluating Text-to-Image Models.

VistaDPO: Video Hierarchical Spatial-Temporal Direct Preference Optimization for Large Video Models EVALALIGN: Supervised Fine-Tuning Multimodal LLMs with Human-Aligned Data for Evaluating Text-to-Image Models

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-16T12:19:43.479239Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d5c43f6-d0db-42c0-9abb-f0708063362b · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

VistaDPO: Video Hierarchical Spatial-Temporal Direct Preference Optimization for Large Video Models LLaMA: Open and Efficient Foundation Language Models

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-16T12:19:43.484326Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e1df478-a7ee-4c6b-b415-6aa98a6eb868 · outbound

This paper cites LightGen: Efficient Image Generation through Knowledge Distillation and Direct Preference Optimization.

VistaDPO: Video Hierarchical Spatial-Temporal Direct Preference Optimization for Large Video Models LightGen: Efficient Image Generation through Knowledge Distillation and Direct Preference Optimization

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-16T12:19:43.493875Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2e1ba7be-3f4c-405c-9874-7c507e6fa610 · outbound

This paper cites DeepSeek-VL2: Mixture-of-Experts Vision-Language Models for Advanced Multimodal Understanding.

VistaDPO: Video Hierarchical Spatial-Temporal Direct Preference Optimization for Large Video Models DeepSeek-VL2: Mixture-of-Experts Vision-Language Models for Advanced Multimodal Understanding

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-16T12:19:43.498984Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0549031e-ccc2-4243-8199-e326ae49d9b3 · outbound

This paper cites VideoGPT: Video Generation using VQ-VAE and Transformers.

VistaDPO: Video Hierarchical Spatial-Temporal Direct Preference Optimization for Large Video Models VideoGPT: Video Generation using VQ-VAE and Transformers

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-16T12:19:43.514613Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b9bff73-a945-4c15-8c34-54044d7aba17 · outbound

This paper cites Urbanclip: Learn- ing text-enhanced urban region profiling with contrastive language-image pretraining from the web.

VistaDPO: Video Hierarchical Spatial-Temporal Direct Preference Optimization for Large Video Models Urbanclip: Learn- ing text-enhanced urban region profiling with contrastive language-image pretraining from the web

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:19:44.599255Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation d99d4add-c2ac-4770-9530-6da7ede684fb · outbound

This paper cites Selective preference optimization via token-level reward function estimation.

VistaDPO: Video Hierarchical Spatial-Temporal Direct Preference Optimization for Large Video Models Selective preference optimization via token-level reward function estimation

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-16T12:19:43.524714Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1d3f4ab6-0bb8-4fc6-90b1-4a39f5bcdeb7 · outbound

This paper cites CLEVRER: CoLlision Events for Video REpresentation and Reasoning.

VistaDPO: Video Hierarchical Spatial-Temporal Direct Preference Optimization for Large Video Models CLEVRER: CoLlision Events for Video REpresentation and Reasoning

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-16T12:19:43.529144Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f4727efe-4204-49e4-a05d-e8b74aae3abe · outbound

This paper cites VideoRefer Suite: Advancing Spatial-Temporal Object Understanding with Video LLM.

VistaDPO: Video Hierarchical Spatial-Temporal Direct Preference Optimization for Large Video Models VideoRefer Suite: Advancing Spatial-Temporal Object Understanding with Video LLM

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-16T12:19:43.534105Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10e4deab-3929-4688-bbd8-84862fb74085 · outbound

This paper cites Token-level Direct Preference Optimization.

VistaDPO: Video Hierarchical Spatial-Temporal Direct Preference Optimization for Large Video Models Token-level Direct Preference Optimization

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-16T12:19:43.539104Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 67e4f955-643e-40d8-a0a2-fd62db5e5569 · outbound

This paper cites Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding.

VistaDPO: Video Hierarchical Spatial-Temporal Direct Preference Optimization for Large Video Models Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-16T12:19:43.544103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed24308b-da7a-43e9-a597-b2c6e10df56b · outbound

This paper cites Two critical distinctions are summarized as follows: • Spatial-Temporal Video Preference Optimization: Previous DPO methods predominantly focused on language-level alignment.

VistaDPO: Video Hierarchical Spatial-Temporal Direct Preference Optimization for Large Video Models Two critical distinctions are summarized as follows: • Spatial-Temporal Video Preference Optimization: Previous DPO methods predominantly focused on language-level alignment

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:19:44.563284Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation db0fe6a9-35ca-4622-8952-afd3770a5c7c · outbound

This paper cites While some works incorporated image-level visual alignment, these approaches remained limited to static images.

VistaDPO: Video Hierarchical Spatial-Temporal Direct Preference Optimization for Large Video Models While some works incorporated image-level visual alignment, these approaches remained limited to static images

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:19:44.544280Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e240e4f2-7486-419e-9b1e-8627bf3537f3 · outbound

This paper cites is_in_video.

VistaDPO: Video Hierarchical Spatial-Temporal Direct Preference Optimization for Large Video Models is_in_video

Reference 48

Resolution: malformed identifier; raw_fallback, observed 2026-08-16T12:19:44.526485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 7cecc59b-4976-4416-8162-2a511b63c0a4 · outbound

This paper cites GaussianVTON: 3D Human Virtual Try-ON via Multi-Stage Gaussian Splatting Editing with Image Prompting.

VistaDPO: Video Hierarchical Spatial-Temporal Direct Preference Optimization for Large Video Models GaussianVTON: 3D Human Virtual Try-ON via Multi-Stage Gaussian Splatting Editing with Image Prompting

Reference 2011

Resolution: unresolved; no resolver link, observed 2026-08-16T12:19:43.339819Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c7795b5-c494-4620-bcb2-5ed9ee909201 · outbound

This paper cites PLLaVA : Parameter-free LLaVA Extension from Images to Videos for Video Dense Captioning.

VistaDPO: Video Hierarchical Spatial-Temporal Direct Preference Optimization for Large Video Models PLLaVA : Parameter-free LLaVA Extension from Images to Videos for Video Dense Captioning

Reference 2016

Resolution: unresolved; no resolver link, observed 2026-08-16T12:19:43.509698Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 27e4f9ef-9ed5-4a54-a994-7026b829a785 · outbound

This paper cites Supervised Fine-tuning in turn Improves Visual Foundation Models.

VistaDPO: Video Hierarchical Spatial-Temporal Direct Preference Optimization for Large Video Models Supervised Fine-tuning in turn Improves Visual Foundation Models

Reference 2017

Resolution: unresolved; no resolver link, observed 2026-08-16T12:19:43.389601Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 16b16208-ad9f-48bb-afb3-1aeb5829791f · outbound

This paper cites HumanVBench: Probing Human-Centric Video Understanding in MLLMs with Automatically Synthesized Benchmarks.

VistaDPO: Video Hierarchical Spatial-Temporal Direct Preference Optimization for Large Video Models HumanVBench: Probing Human-Centric Video Understanding in MLLMs with Automatically Synthesized Benchmarks

Reference 2018

Resolution: unresolved; no resolver link, observed 2026-08-16T12:19:43.553849Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ac853aea-44ef-4262-8e15-0707ff2148e7 · outbound

This paper cites VideoHallucer: Evaluating Intrinsic and Extrinsic Hallucinations in Large Video-Language Models.

VistaDPO: Video Hierarchical Spatial-Temporal Direct Preference Optimization for Large Video Models VideoHallucer: Evaluating Intrinsic and Extrinsic Hallucinations in Large Video-Language Models

Reference 2019

Resolution: unresolved; no resolver link, observed 2026-08-16T12:19:43.488922Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c8e471bc-555a-41ba-81f2-98b146f7e896 · outbound

This paper cites Disentangling Length from Quality in Direct Preference Optimization.

VistaDPO: Video Hierarchical Spatial-Temporal Direct Preference Optimization for Large Video Models Disentangling Length from Quality in Direct Preference Optimization

Reference 2020

Resolution: unresolved; no resolver link, observed 2026-08-16T12:19:43.448976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c5b44fcb-65cd-4d81-b90d-48fddb055aac · outbound

This paper cites V-DPO: Mitigating Hallucination in Large Vision Language Models via Vision-Guided Direct Preference Optimization.

VistaDPO: Video Hierarchical Spatial-Temporal Direct Preference Optimization for Large Video Models V-DPO: Mitigating Hallucination in Large Vision Language Models via Vision-Guided Direct Preference Optimization

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-16T12:19:43.504039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fafe68ba-0152-4ec0-8b70-8d69d4b66504 · outbound

This paper cites Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization.

VistaDPO: Video Hierarchical Spatial-Temporal Direct Preference Optimization for Large Video Models Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-16T12:19:43.548831Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d24b363-648c-4be6-9afb-da25fd9ca4cd · outbound

This paper cites DependEval: Benchmarking LLMs for Repository Dependency Understanding.

VistaDPO: Video Hierarchical Spatial-Temporal Direct Preference Optimization for Large Video Models DependEval: Benchmarking LLMs for Repository Dependency Understanding

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-16T12:19:43.350498Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d3bade13-e637-4519-b9a0-c3a4c5785031 · outbound

This paper cites Qwen Technical Report.

VistaDPO: Video Hierarchical Spatial-Temporal Direct Preference Optimization for Large Video Models Qwen Technical Report

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-16T12:19:43.334265Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 520d7d3c-ee8d-4c49-a34a-f4604b25a23e · outbound

This paper cites Uncertainty-Guided Self-Questioning and Answering for Video-Language Alignment.

VistaDPO: Video Hierarchical Spatial-Temporal Direct Preference Optimization for Large Video Models Uncertainty-Guided Self-Questioning and Answering for Video-Language Alignment

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-16T12:19:43.345242Z

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Pith citing papers

Observation 862f5644-7c48-4c7b-a1d9-9ceb880ba262 · inbound

FinePhys: Fine-grained Human Action Generation by Explicitly Incorporating Physical Laws for Effective Skeletal Guidance cites this paper.

FinePhys: Fine-grained Human Action Generation by Explicitly Incorporating Physical Laws for Effective Skeletal Guidance VistaDPO: Video Hierarchical Spatial-Temporal Direct Preference Optimization for Large Video Models

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-15T20:19:03.525559Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3051702f-4258-486d-9388-5c856b21aee1 · inbound

Zooming from Context to Cue: Hierarchical Preference Optimization for Multi-Image MLLMs cites this paper.

Zooming from Context to Cue: Hierarchical Preference Optimization for Multi-Image MLLMs VistaDPO: Video Hierarchical Spatial-Temporal Direct Preference Optimization for Large Video Models

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T13:14:05.050891Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da0bf6ba-2227-4950-a54e-0e4d03af8456 · inbound

Hierarchical Fine-grained Preference Optimization for Physically Plausible Video Generation cites this paper.

Hierarchical Fine-grained Preference Optimization for Physically Plausible Video Generation VistaDPO: Video Hierarchical Spatial-Temporal Direct Preference Optimization for Large Video Models

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-05T20:20:21.374295Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0fde41f4-4c7a-4303-82c6-f3da424f2f48 · inbound

From Black Box to Transparency: Enhancing Automated Interpreting Assessment with Explainable AI in College Classrooms cites this paper.

From Black Box to Transparency: Enhancing Automated Interpreting Assessment with Explainable AI in College Classrooms VistaDPO: Video Hierarchical Spatial-Temporal Direct Preference Optimization for Large Video Models

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-05T20:17:46.217418Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 41f780d3-8f56-4fd1-b112-2ccb19bdf0e7 · inbound

Enhancing Video Representations with Spatiotemporal-Semantic Residual to Mitigate Hallucinations in Video Large Multimodal Models cites this paper.

Enhancing Video Representations with Spatiotemporal-Semantic Residual to Mitigate Hallucinations in Video Large Multimodal Models VistaDPO: Video Hierarchical Spatial-Temporal Direct Preference Optimization for Large Video Models

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-03T06:36:25.474447Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bc1bc1d1-0492-4066-98a4-af3552b1a420 · inbound

SignDPO: Multi-level Direct Preference Optimisation for Skeleton-based Gloss-free Sign Language Translation cites this paper.

SignDPO: Multi-level Direct Preference Optimisation for Skeleton-based Gloss-free Sign Language Translation VistaDPO: Video Hierarchical Spatial-Temporal Direct Preference Optimization for Large Video Models

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-05-11T12:01:06.484603Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 96dc0c62-b9e9-4410-9d98-cc57cc1ff24d · inbound

Watch, Remember, Reason: Human-View Video Understanding with MLLMs cites this paper.

Watch, Remember, Reason: Human-View Video Understanding with MLLMs VistaDPO: Video Hierarchical Spatial-Temporal Direct Preference Optimization for Large Video Models

Reference 185

Resolution: verified exact; arxiv_id, observed 2026-07-02T17:27:15.670866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation c24e1fca-75e9-4209-a322-ffa3ec4e6d3e · inbound

MultiToP: Learning to Patch Visual Tokens to Mitigate Hallucinations in Video Large Multimodal Models cites this paper.

MultiToP: Learning to Patch Visual Tokens to Mitigate Hallucinations in Video Large Multimodal Models VistaDPO: Video Hierarchical Spatial-Temporal Direct Preference Optimization for Large Video Models

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-07-03T10:27:56.145426Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f372314a-ea01-4b55-8836-f58116685c68 · inbound

No Place to Hide: Benchmarking Video Hallucination with Background-Controlled Pairs cites this paper.

No Place to Hide: Benchmarking Video Hallucination with Background-Controlled Pairs VistaDPO: Video Hierarchical Spatial-Temporal Direct Preference Optimization for Large Video Models

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-07-01T10:25:41.369041Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 05809b2c-d457-4012-bab5-d524384f3d09 · inbound

VADER: Adaptive Debiasing for Hallucination Mitigation in Video Large Language Models cites this paper.

VADER: Adaptive Debiasing for Hallucination Mitigation in Video Large Language Models VistaDPO: Video Hierarchical Spatial-Temporal Direct Preference Optimization for Large Video Models

Reference 111

Resolution: unresolved; no resolver link, observed 2026-08-14T04:35:48.781355Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.