Paper Citation Record · LEDGER

VITA: Towards Open-Source Interactive Omni Multimodal LLM

As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 40 inbound Pith citation observations for arXiv:2408.05211.

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

pith.paper-citation-record.v1
2408.05211 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 40 of 40 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 40 of 40 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-10T00:02:26.139518Z

measured 1 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

4
pith, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 1f7a9d0f-656d-42cf-bd48-b50f5982ccf4 · inbound

MME-RealWorld: Could Your Multimodal LLM Challenge High-Resolution Real-World Scenarios that are Difficult for Humans? cites this paper.

MME-RealWorld: Could Your Multimodal LLM Challenge High-Resolution Real-World Scenarios that are Difficult for Humans? VITA: Towards Open-Source Interactive Omni Multimodal LLM

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-05-16T07:59:32.688477Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 5c6a522d-e36f-4c50-bf24-b9a962dfe8a9 · inbound

Molmo and PixMo: Open Weights and Open Data for State-of-the-Art Vision-Language Models cites this paper.

Molmo and PixMo: Open Weights and Open Data for State-of-the-Art Vision-Language Models VITA: Towards Open-Source Interactive Omni Multimodal LLM

Reference 34

Resolution: verified exact; arxiv_id, observed 2026-05-15T01:55:12.611554Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8a652af5-5952-4562-ac2c-eb56ebb692f0 · inbound

VoiceBench: Benchmarking LLM-Based Voice Assistants cites this paper.

VoiceBench: Benchmarking LLM-Based Voice Assistants VITA: Towards Open-Source Interactive Omni Multimodal LLM

Reference 71

Resolution: verified exact; arxiv_id, observed 2026-05-17T00:50:13.976131Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e9f845cc-9fb0-439e-bba0-162ba911374a · inbound

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

VITA-1.5: Towards GPT-4o Level Real-Time Vision and Speech Interaction VITA: Towards Open-Source Interactive Omni Multimodal LLM

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-05-17T21:08:19.790388Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7b3f034a-05a7-460c-97fd-1be3d9d0069f · inbound

AGAV-Rater: Adapting Large Multimodal Model for AI-Generated Audio-Visual Quality Assessment cites this paper.

AGAV-Rater: Adapting Large Multimodal Model for AI-Generated Audio-Visual Quality Assessment VITA: Towards Open-Source Interactive Omni Multimodal LLM

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-10T00:02:26.139518Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8cc93ee0-cec6-44eb-9cc5-923a6683089f · inbound

Ola: Pushing the Frontiers of Omni-Modal Language Model cites this paper.

Ola: Pushing the Frontiers of Omni-Modal Language Model VITA: Towards Open-Source Interactive Omni Multimodal LLM

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-08T22:47:39.128649Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2eaab4af-c665-4c62-9349-65ff4b72a787 · inbound

MM-RLHF: The Next Step Forward in Multimodal LLM Alignment cites this paper.

MM-RLHF: The Next Step Forward in Multimodal LLM Alignment VITA: Towards Open-Source Interactive Omni Multimodal LLM

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T18:23:49.836288Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1660023d-958b-4890-88a7-2a40bb1ad2aa · inbound

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT cites this paper.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT VITA: Towards Open-Source Interactive Omni Multimodal LLM

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:22.224140Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f450c3a2-f6b5-401a-9db7-6da32c58d97d · inbound

FinMME: Benchmark Dataset for Financial Multi-Modal Reasoning Evaluation cites this paper.

FinMME: Benchmark Dataset for Financial Multi-Modal Reasoning Evaluation VITA: Towards Open-Source Interactive Omni Multimodal LLM

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T12:35:31.216234Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e9d583b-8ef8-4035-a643-3f27cd917c3a · inbound

Chain-of-Thought Training for Open E2E Spoken Dialogue Systems cites this paper.

Chain-of-Thought Training for Open E2E Spoken Dialogue Systems VITA: Towards Open-Source Interactive Omni Multimodal LLM

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T12:04:31.519528Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 448e7ee4-c789-4f20-b6a3-3023fedf271c · inbound

SMAR: Soft Modality-Aware Routing Strategy for MoE-based Multimodal Large Language Models Preserving Language Capabilities cites this paper.

SMAR: Soft Modality-Aware Routing Strategy for MoE-based Multimodal Large Language Models Preserving Language Capabilities VITA: Towards Open-Source Interactive Omni Multimodal LLM

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T06:07:18.654045Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6fbb984b-5ef9-49ec-abb0-41193774fd76 · inbound

MAGNET: A Multi-agent Framework for Finding Audio-Visual Needles by Reasoning over Multi-Video Haystacks cites this paper.

MAGNET: A Multi-agent Framework for Finding Audio-Visual Needles by Reasoning over Multi-Video Haystacks VITA: Towards Open-Source Interactive Omni Multimodal LLM

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T05:49:53.242431Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8cd04c31-5034-4d57-bb4d-6ba01c0ff23b · inbound

Training-Free Multimodal Large Language Model Orchestration cites this paper.

Training-Free Multimodal Large Language Model Orchestration VITA: Towards Open-Source Interactive Omni Multimodal LLM

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-05-19T00:12:54.049331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c349ad53-5cca-41ad-8693-53519d1865a8 · inbound

Training-Free Multimodal Large Language Model Orchestration cites this paper.

Training-Free Multimodal Large Language Model Orchestration VITA: Towards Open-Source Interactive Omni Multimodal LLM

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-05-25T08:05:30.791041Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f204dd5b-a186-4075-90f4-d271379ccf90 · inbound

FireRedChat: A Pluggable, Full-Duplex Voice Interaction System with Cascaded and Semi-Cascaded Implementations cites this paper.

FireRedChat: A Pluggable, Full-Duplex Voice Interaction System with Cascaded and Semi-Cascaded Implementations VITA: Towards Open-Source Interactive Omni Multimodal LLM

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-04T23:33:04.402405Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e3c490bd-0831-4eb7-b0f5-b81e63db752d · inbound

UniVoice: Unifying Autoregressive ASR and Flow-Matching based TTS with Large Language Models cites this paper.

UniVoice: Unifying Autoregressive ASR and Flow-Matching based TTS with Large Language Models VITA: Towards Open-Source Interactive Omni Multimodal LLM

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-04T11:29:31.705443Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 949449f7-8bea-4dd2-aedf-b8148e916e0a · inbound

DeepEyesV2: Toward Agentic Multimodal Model cites this paper.

DeepEyesV2: Toward Agentic Multimodal Model VITA: Towards Open-Source Interactive Omni Multimodal LLM

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-05-16T05:32:29.561591Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 2fabbe87-6013-4be6-9b76-fe9d13619c93 · inbound

OmniZip: Audio-Guided Dynamic Token Compression for Fast Omnimodal Large Language Models cites this paper.

OmniZip: Audio-Guided Dynamic Token Compression for Fast Omnimodal Large Language Models VITA: Towards Open-Source Interactive Omni Multimodal LLM

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-05-17T20:50:15.026920Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f88d59cb-10d4-4f67-bdfa-7ca045c807f5 · inbound

See, Hear, and Understand: Benchmarking Audiovisual Human Speech Understanding in Multimodal Large Language Models cites this paper.

See, Hear, and Understand: Benchmarking Audiovisual Human Speech Understanding in Multimodal Large Language Models VITA: Towards Open-Source Interactive Omni Multimodal LLM

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-05-17T02:13:52.093691Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 2b135497-2fdd-4a84-87f4-30298e5069b1 · inbound

EchoingPixels: Aliasing-Resistant Joint Token Reduction for Audio-Visual LLMs cites this paper.

EchoingPixels: Aliasing-Resistant Joint Token Reduction for Audio-Visual LLMs VITA: Towards Open-Source Interactive Omni Multimodal LLM

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-03T17:16:37.835015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 113d6a17-9f06-471a-9729-bfa1aa0e3805 · inbound

EchoFoley: Event-Centric Hierarchical Control for Video Grounded Creative Sound Generation cites this paper.

EchoFoley: Event-Centric Hierarchical Control for Video Grounded Creative Sound Generation VITA: Towards Open-Source Interactive Omni Multimodal LLM

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-03T13:21:08.665823Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ef426965-d6e5-4257-a0cd-92f627bc1131 · inbound

Omni-Diffusion: Unified Multimodal Understanding and Generation with Masked Discrete Diffusion cites this paper.

Omni-Diffusion: Unified Multimodal Understanding and Generation with Masked Discrete Diffusion VITA: Towards Open-Source Interactive Omni Multimodal LLM

Reference 10

Resolution: unresolved; no resolver link, observed 2026-07-15T13:43:40.241796Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1695952e-1df4-41f1-b506-c29dd8021035 · inbound

RaTA-Tool: Retrieval-based Tool Selection with Multimodal Large Language Models cites this paper.

RaTA-Tool: Retrieval-based Tool Selection with Multimodal Large Language Models VITA: Towards Open-Source Interactive Omni Multimodal LLM

Reference 11

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T11:25:18.402492Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ca753013-6163-4fbc-8f4e-c942c90458a8 · inbound

Beyond Text-Dominance: Understanding Modality Preference of Omni-modal Large Language Models cites this paper.

Beyond Text-Dominance: Understanding Modality Preference of Omni-modal Large Language Models VITA: Towards Open-Source Interactive Omni Multimodal LLM

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-05-10T07:11:53.690950Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 97036cbc-6701-4384-ab0b-356dbe85f8e6 · inbound

UAF: A Unified Audio Front-end LLM for Full-Duplex Speech Interaction cites this paper.

UAF: A Unified Audio Front-end LLM for Full-Duplex Speech Interaction VITA: Towards Open-Source Interactive Omni Multimodal LLM

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-05-11T12:46:02.870975Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4c36f2f1-afd8-4f2c-b1df-76881acfcfc2 · inbound

EmoMM: Benchmarking and Steering MLLM for Multimodal Emotion Recognition under Conflict and Missingness cites this paper.

EmoMM: Benchmarking and Steering MLLM for Multimodal Emotion Recognition under Conflict and Missingness VITA: Towards Open-Source Interactive Omni Multimodal LLM

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-05-11T15:42:01.619900Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 350a4240-24af-42dd-8033-7a91c8674126 · inbound

MiniMind-O Technical Report: An Open Small-Scale Speech-Native Omni Model cites this paper.

MiniMind-O Technical Report: An Open Small-Scale Speech-Native Omni Model VITA: Towards Open-Source Interactive Omni Multimodal LLM

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-05-11T16:41:08.314647Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 5d47c216-597c-43ec-a82e-93a3c66d46a6 · inbound

TraceAV-Bench: Benchmarking Multi-Hop Trajectory Reasoning over Long Audio-Visual Videos cites this paper.

TraceAV-Bench: Benchmarking Multi-Hop Trajectory Reasoning over Long Audio-Visual Videos VITA: Towards Open-Source Interactive Omni Multimodal LLM

Reference 49

Resolution: verified exact; arxiv_id, observed 2026-05-11T04:15:56.196125Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 617f29fc-d179-484e-a997-20ca2f138818 · inbound

How Should LLMs Listen While Speaking? A Study of User-Stream Routing in Full-Duplex Spoken Dialogue cites this paper.

How Should LLMs Listen While Speaking? A Study of User-Stream Routing in Full-Duplex Spoken Dialogue VITA: Towards Open-Source Interactive Omni Multimodal LLM

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-05-12T03:11:19.057777Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 5efd09f5-0c4c-4cbf-ae02-4af985ca8298 · inbound

OmniRefine: Alignment-Aware Cooperative Compression for Efficient Omnimodal Large Language Models cites this paper.

OmniRefine: Alignment-Aware Cooperative Compression for Efficient Omnimodal Large Language Models VITA: Towards Open-Source Interactive Omni Multimodal LLM

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-05-13T04:52:16.323914Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 54d54f17-5860-4175-87ec-a07557b1b8da · inbound

Omni-DuplexEval: Evaluating Real-time Duplex Omni-modal Interaction cites this paper.

Omni-DuplexEval: Evaluating Real-time Duplex Omni-modal Interaction VITA: Towards Open-Source Interactive Omni Multimodal LLM

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-05-20T13:38:19.197089Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 233be047-3760-41e3-9f02-9057080e1e2d · inbound

Omni-DuplexEval: Evaluating Real-time Duplex Omni-modal Interaction cites this paper.

Omni-DuplexEval: Evaluating Real-time Duplex Omni-modal Interaction VITA: Towards Open-Source Interactive Omni Multimodal LLM

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-07-04T01:19:20.323242Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ea4c177f-4d42-4ebd-9f4b-3cf0d1353fd2 · inbound

OmniGUI: Benchmarking GUI Agents in Omni-Modal Smartphone Environments cites this paper.

OmniGUI: Benchmarking GUI Agents in Omni-Modal Smartphone Environments VITA: Towards Open-Source Interactive Omni Multimodal LLM

Reference 7

Resolution: metadata mismatch; arxiv_id, observed 2026-05-21T10:19:59.971709Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 5f4e2f4a-211e-4af9-84de-35a40c989d24 · inbound

A Survey of Audio Reasoning in Multimodal Foundation Models cites this paper.

A Survey of Audio Reasoning in Multimodal Foundation Models VITA: Towards Open-Source Interactive Omni Multimodal LLM

Reference 91

Resolution: verified exact; arxiv_id, observed 2026-05-21T02:09:24.302796Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f5effd5b-0ec5-4d52-9c6d-8567efe829f1 · inbound

O-MARC: Omni Memory-Augmented Compression Distillation for Efficient Video Understanding cites this paper.

O-MARC: Omni Memory-Augmented Compression Distillation for Efficient Video Understanding VITA: Towards Open-Source Interactive Omni Multimodal LLM

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-06-29T18:43:50.869060Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation baedd8d4-0e72-43d1-949d-e5d35620a67c · inbound

Multi-Faceted Interactivity Alignment in Full-Duplex Speech Models cites this paper.

Multi-Faceted Interactivity Alignment in Full-Duplex Speech Models VITA: Towards Open-Source Interactive Omni Multimodal LLM

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-06-27T13:20:57.394243Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b4c4a14f-f9ea-4a76-b00f-8b8505f838fd · inbound

From Objectives to Applications: Aligning Architectural Biases in Audio Self-Supervised Learning cites this paper.

From Objectives to Applications: Aligning Architectural Biases in Audio Self-Supervised Learning VITA: Towards Open-Source Interactive Omni Multimodal LLM

Reference 134

Resolution: verified exact; arxiv_id, observed 2026-07-02T05:56:39.859547Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 79df11e2-4c48-4224-a532-a2c7c461dbda · inbound

Temporal and Cross-Modal Alignment for Enhanced Audiovisual Video Captioning cites this paper.

Temporal and Cross-Modal Alignment for Enhanced Audiovisual Video Captioning VITA: Towards Open-Source Interactive Omni Multimodal LLM

Reference 21

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T16:38:39.597012Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 2d06a823-eb47-47d0-b9b3-263e1e0e86b9 · inbound

Hierarchical Acoustic-Semantic Modeling: Modality Separation and Semantic Coherence for Full-Duplex SLMs cites this paper.

Hierarchical Acoustic-Semantic Modeling: Modality Separation and Semantic Coherence for Full-Duplex SLMs VITA: Towards Open-Source Interactive Omni Multimodal LLM

Reference 51

Resolution: verified exact; local_arxiv, observed 2026-07-08T02:44:27.583375Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 1563059e-d21b-4e68-84a5-fffc1a5b873d · inbound

OmniPack: Unified Token Compression for Efficient Omni-modal Large Language Models cites this paper.

OmniPack: Unified Token Compression for Efficient Omni-modal Large Language Models VITA: Towards Open-Source Interactive Omni Multimodal LLM

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-05T12:00:10.776575Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.