Paper Citation Record · LEDGER

Ola: Pushing the Frontiers of Omni-Modal Language Model

As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 33 inbound Pith citation observations for arXiv:2502.04328.

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

pith.paper-citation-record.v1
2502.04328 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 33 of 33 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 33 of 33 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:36:40.820699Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T16:49:57.266999Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 72593941-1480-4b2f-8cae-5df4ae47d81a · inbound

Spatial-MLLM: Boosting MLLM Capabilities in Visual-based Spatial Intelligence cites this paper.

Spatial-MLLM: Boosting MLLM Capabilities in Visual-based Spatial Intelligence Ola: Pushing the Frontiers of Omni-Modal Language Model

Reference 17

Resolution: metadata mismatch; arxiv_id, observed 2026-05-16T08:34:36.856851Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f4be1992-5bfe-4944-9db6-92afa7afd6d1 · inbound

Spatial-MLLM: Boosting MLLM Capabilities in Visual-based Spatial Intelligence cites this paper.

Spatial-MLLM: Boosting MLLM Capabilities in Visual-based Spatial Intelligence Ola: Pushing the Frontiers of Omni-Modal Language Model

Reference 17

Resolution: metadata mismatch; arxiv_id, observed 2026-05-22T01:00:51.428555Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 79da6943-9a46-463a-9bf6-86ecd9b7955a · inbound

Is Extending Modality The Right Path Towards Omni-Modality? cites this paper.

Is Extending Modality The Right Path Towards Omni-Modality? Ola: Pushing the Frontiers of Omni-Modal Language Model

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T11:36:40.820699Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be396407-bbd2-4d64-bb62-6ae72aab8163 · inbound

AV-Reasoner: Improving and Benchmarking Clue-Grounded Audio-Visual Counting for MLLMs cites this paper.

AV-Reasoner: Improving and Benchmarking Clue-Grounded Audio-Visual Counting for MLLMs Ola: Pushing the Frontiers of Omni-Modal Language Model

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T10:27:05.533023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf4ec20d-c45d-4fb2-90a6-085f09707196 · inbound

SparseMM: Head Sparsity Emerges from Visual Concept Responses in MLLMs cites this paper.

SparseMM: Head Sparsity Emerges from Visual Concept Responses in MLLMs Ola: Pushing the Frontiers of Omni-Modal Language Model

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T10:27:08.562512Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 757897fa-3c40-4072-bca9-bb4530bc2848 · inbound

SAVVY: Spatial Awareness via Audio-Visual LLMs through Seeing and Hearing cites this paper.

SAVVY: Spatial Awareness via Audio-Visual LLMs through Seeing and Hearing Ola: Pushing the Frontiers of Omni-Modal Language Model

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T10:50:52.719441Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6a229ab0-3baa-4764-bed8-d65f74e078af · inbound

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning cites this paper.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning Ola: Pushing the Frontiers of Omni-Modal Language Model

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:32.454824Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b21fc665-8563-4dac-84d1-1b4f15f5c7a2 · inbound

HumanOmniV2: From Understanding to Omni-Modal Reasoning with Context cites this paper.

HumanOmniV2: From Understanding to Omni-Modal Reasoning with Context Ola: Pushing the Frontiers of Omni-Modal Language Model

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T22:36:13.250680Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 891797d4-fed9-483a-87f6-fb8f24729b7f · inbound

High-Resolution Visual Reasoning via Multi-Turn Grounding-Based Reinforcement Learning cites this paper.

High-Resolution Visual Reasoning via Multi-Turn Grounding-Based Reinforcement Learning Ola: Pushing the Frontiers of Omni-Modal Language Model

Reference 24

Resolution: metadata mismatch; arxiv_id, observed 2026-05-19T06:12:07.011738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 37c6c68c-dfa0-458c-aa6f-d438fb959ff9 · inbound

Towards Video Thinking Test: A Holistic Benchmark for Advanced Video Reasoning and Understanding cites this paper.

Towards Video Thinking Test: A Holistic Benchmark for Advanced Video Reasoning and Understanding Ola: Pushing the Frontiers of Omni-Modal Language Model

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T15:48:33.446078Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96ea2f47-d8aa-495b-8e66-fb699670c22b · inbound

HumanPCR: Probing MLLM Capabilities in Diverse Human-Centric Scenes cites this paper.

HumanPCR: Probing MLLM Capabilities in Diverse Human-Centric Scenes Ola: Pushing the Frontiers of Omni-Modal Language Model

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-05T19:03:07.832466Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 93a144e0-8404-42a2-b380-4c3252808c8b · inbound

R-4B: Incentivizing General-Purpose Auto-Thinking Capability in MLLMs via Bi-Mode Annealing and Reinforce Learning cites this paper.

R-4B: Incentivizing General-Purpose Auto-Thinking Capability in MLLMs via Bi-Mode Annealing and Reinforce Learning Ola: Pushing the Frontiers of Omni-Modal Language Model

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-05T14:42:21.059602Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b28e4ed-9481-4ad9-9b68-ffef3d04fb0f · inbound

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

EchoingPixels: Aliasing-Resistant Joint Token Reduction for Audio-Visual LLMs Ola: Pushing the Frontiers of Omni-Modal Language Model

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-03T17:16:40.028245Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 52c170a9-6577-4502-9730-ac4b1ecd25c6 · inbound

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs cites this paper.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs Ola: Pushing the Frontiers of Omni-Modal Language Model

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-03T09:30:01.361938Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation feb94f13-ae33-40bc-a428-480a624c18e5 · inbound

Chain of Modality: From Static Fusion to Dynamic Orchestration in Omni-MLLMs cites this paper.

Chain of Modality: From Static Fusion to Dynamic Orchestration in Omni-MLLMs Ola: Pushing the Frontiers of Omni-Modal Language Model

Reference 22

Resolution: verified exact; arxiv_id, observed 2026-05-10T12:10:22.170122Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 2c6d5228-e79f-41a6-952e-3860e9100e21 · inbound

AVRT: Audio-Visual Reasoning Transfer through Single-Modality Teachers cites this paper.

AVRT: Audio-Visual Reasoning Transfer through Single-Modality Teachers Ola: Pushing the Frontiers of Omni-Modal Language Model

Reference 18

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T09:18:32.227284Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 23330239-3260-46ab-bcb0-7c3a5a358b14 · inbound

Learning Invariant Modality Representation for Robust Multimodal Learning from a Causal Inference Perspective cites this paper.

Learning Invariant Modality Representation for Robust Multimodal Learning from a Causal Inference Perspective Ola: Pushing the Frontiers of Omni-Modal Language Model

Reference 281

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T11:51:03.196437Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1f256362-ffdb-4a6b-bfac-9af589abdda7 · inbound

Valley3: Scaling Omni Foundation Models for E-commerce cites this paper.

Valley3: Scaling Omni Foundation Models for E-commerce Ola: Pushing the Frontiers of Omni-Modal Language Model

Reference 35

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T16:51:05.976588Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation bea1c93c-b9e3-4145-bf8c-0242fa2c665f · 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 Ola: Pushing the Frontiers of Omni-Modal Language Model

Reference 47

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T04:15:55.936975Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 576aaaa5-9692-4b5a-bcf5-e9d11540dc1b · inbound

Senses Wide Shut: A Representation-Action Gap in Omnimodal LLMs cites this paper.

Senses Wide Shut: A Representation-Action Gap in Omnimodal LLMs Ola: Pushing the Frontiers of Omni-Modal Language Model

Reference 35

Resolution: metadata mismatch; arxiv_id, observed 2026-05-14T18:07:33.673297Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e310f04a-6116-4a6b-a3ad-cf50d7278c41 · inbound

Mosaic: Towards Efficient Training of Multimodal Models with Spatial Resource Multiplexing cites this paper.

Mosaic: Towards Efficient Training of Multimodal Models with Spatial Resource Multiplexing Ola: Pushing the Frontiers of Omni-Modal Language Model

Reference 33

Resolution: verified exact; arxiv_id, observed 2026-05-20T07:53:24.776257Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e046fc4b-1d3e-439a-8325-8d14bb80a7b7 · inbound

VideoOdyssey: A Benchmark for Ultra-Long-Context and Omni-Modal Video Understanding cites this paper.

VideoOdyssey: A Benchmark for Ultra-Long-Context and Omni-Modal Video Understanding Ola: Pushing the Frontiers of Omni-Modal Language Model

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-05-25T05:55:24.901284Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 3843e84b-bbca-4776-8646-153ed1d55dc8 · inbound

Addressing Variable Heterogeneity in Distributed Multimodal Training with Entrain cites this paper.

Addressing Variable Heterogeneity in Distributed Multimodal Training with Entrain Ola: Pushing the Frontiers of Omni-Modal Language Model

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-06-29T10:23:17.992169Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1ed0ee24-4c98-4e50-97f0-f325d22baf69 · inbound

MTAVG-Bench 2.0: Diagnosing Failure Modes of Cinematic Expressiveness in Multi-Talker Audio-Video Generation cites this paper.

MTAVG-Bench 2.0: Diagnosing Failure Modes of Cinematic Expressiveness in Multi-Talker Audio-Video Generation Ola: Pushing the Frontiers of Omni-Modal Language Model

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-06-29T13:03:26.177260Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 65eca983-78dc-43d8-af42-ee4c9ea5a895 · inbound

AVI-Bench: Toward Human-like Audio-Visual Intelligence of Omni-MLLMs cites this paper.

AVI-Bench: Toward Human-like Audio-Visual Intelligence of Omni-MLLMs Ola: Pushing the Frontiers of Omni-Modal Language Model

Reference 58

Resolution: metadata mismatch; arxiv_id, observed 2026-07-01T23:06:21.391014Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 0a3d6fd9-e5aa-4f55-851a-05d55517200a · inbound

From Senses to Decisions: The Information Flow of Auditory and Visual Perception in Multimodal LLMs cites this paper.

From Senses to Decisions: The Information Flow of Auditory and Visual Perception in Multimodal LLMs Ola: Pushing the Frontiers of Omni-Modal Language Model

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-07-03T01:57:32.365632Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ba0ac130-32b2-431e-a8a1-0f689da9c32a · inbound

MODF-SIR: A Multi-agent Omni-modal Distilled Framework for Social Intelligence Reasoning cites this paper.

MODF-SIR: A Multi-agent Omni-modal Distilled Framework for Social Intelligence Reasoning Ola: Pushing the Frontiers of Omni-Modal Language Model

Reference 47

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T10:58:03.433035Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 7c30ffa1-b114-4e1e-a1ce-e3adfb50705d · inbound

CogniRoute: Learning to Route Social Evidence in Omni-Modal Models cites this paper.

CogniRoute: Learning to Route Social Evidence in Omni-Modal Models Ola: Pushing the Frontiers of Omni-Modal Language Model

Reference 127

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T03:49:30.386746Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ae2729d0-56ea-4491-963f-4bd682948047 · inbound

AVOC: Enhancing Hour-Level Audio-Video Understanding in Omni-Modal LLMs via Retrieval-Inspired Token Compression cites this paper.

AVOC: Enhancing Hour-Level Audio-Video Understanding in Omni-Modal LLMs via Retrieval-Inspired Token Compression Ola: Pushing the Frontiers of Omni-Modal Language Model

Reference 25

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T16:49:57.269489Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 53305da3-9d94-4f90-9e0b-b2b6ea9cba5f · inbound

RedVox: Safety and Fairness Gaps in Speech Models Across Languages cites this paper.

RedVox: Safety and Fairness Gaps in Speech Models Across Languages Ola: Pushing the Frontiers of Omni-Modal Language Model

Reference 128

Resolution: verified exact; arxiv_id, observed 2026-07-04T13:59:52.872965Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 367c2df0-13f8-499a-b7d2-0f7a77a9917a · inbound

Conversational Human Audio-visual Talking Dialogue Generation cites this paper.

Conversational Human Audio-visual Talking Dialogue Generation Ola: Pushing the Frontiers of Omni-Modal Language Model

Reference 38

Resolution: unresolved; no resolver link, observed 2026-07-12T06:59:35.258176Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b27d6c40-0dd5-4988-85f7-3028d1c79fa7 · inbound

Parallelized Autoregressive Decoding for Omni-Modal Dense Video Captioning cites this paper.

Parallelized Autoregressive Decoding for Omni-Modal Dense Video Captioning Ola: Pushing the Frontiers of Omni-Modal Language Model

Reference 36

Resolution: unresolved; no resolver link, observed 2026-07-12T05:48:27.255331Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 66981f95-7734-4775-aed4-d246dfee7d91 · inbound

Audio-Visual Flamingo: Open Audio-Visual Intelligence for Long and Complex Videos cites this paper.

Audio-Visual Flamingo: Open Audio-Visual Intelligence for Long and Complex Videos Ola: Pushing the Frontiers of Omni-Modal Language Model

Reference 102

Resolution: unresolved; no resolver link, observed 2026-08-01T21:22:50.700260Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.