Omni-AutoThink: Adaptive Multimodal Reasoning via Reinforcement Learning
Fuente:
arXiv
Saved in:
| Main Authors: | Yang, Dongchao, Liu, Songxiang, Wang, Disong, Wang, Yuanyuan, Wan, Guanglu, Meng, Helen |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
UniAudio 2.0: A Unified Audio Language Model with Text-Aligned Factorized Audio Tokenization
by: Yang, Dongchao, et al.
Published: (2026)
by: Yang, Dongchao, et al.
Published: (2026)
SimpleSpeech 2: Towards Simple and Efficient Text-to-Speech with Flow-based Scalar Latent Transformer Diffusion Models
by: Yang, Dongchao, et al.
Published: (2024)
by: Yang, Dongchao, et al.
Published: (2024)
AuTAgent: A Reinforcement Learning Framework for Tool-Augmented Audio Reasoning
by: Tong, Siqian, et al.
Published: (2026)
by: Tong, Siqian, et al.
Published: (2026)
SupCLAP: Controlling Optimization Trajectory Drift in Audio-Text Contrastive Learning with Support Vector Regularization
by: Luo, Jiehui, et al.
Published: (2025)
by: Luo, Jiehui, et al.
Published: (2025)
ALMTokenizer: A Low-bitrate and Semantic-rich Audio Codec Tokenizer for Audio Language Modeling
by: Yang, Dongchao, et al.
Published: (2025)
by: Yang, Dongchao, et al.
Published: (2025)
Interpretable All-Type Audio Deepfake Detection with Audio LLMs via Frequency-Time Reinforcement Learning
by: Xie, Yuankun, et al.
Published: (2026)
by: Xie, Yuankun, et al.
Published: (2026)
AMB-DSGDN: Adaptive Modality-Balanced Dynamic Semantic Graph Differential Network for Multimodal Emotion Recognition
by: Wang, Yunsheng, et al.
Published: (2026)
by: Wang, Yunsheng, et al.
Published: (2026)
MeanFlow-Accelerated Multimodal Video-to-Audio Synthesis via One-Step Generation
by: Yang, Xiaoran, et al.
Published: (2025)
by: Yang, Xiaoran, et al.
Published: (2025)
Adaptive Vehicle Speed Classification via BMCNN with Reinforcement Learning-Enhanced Acoustic Processing
by: Zhang, Yuli, et al.
Published: (2025)
by: Zhang, Yuli, et al.
Published: (2025)
MARS-Sep: Multimodal-Aligned Reinforced Sound Separation
by: Zhang, Zihan, et al.
Published: (2025)
by: Zhang, Zihan, et al.
Published: (2025)
SongGen: A Single Stage Auto-regressive Transformer for Text-to-Song Generation
by: Liu, Zihan, et al.
Published: (2025)
by: Liu, Zihan, et al.
Published: (2025)
GaMMA: Towards Joint Global-Temporal Music Understanding in Large Multimodal Models
by: You, Zuyao, et al.
Published: (2026)
by: You, Zuyao, et al.
Published: (2026)
AutoStyle-TTS: Retrieval-Augmented Generation based Automatic Style Matching Text-to-Speech Synthesis
by: Luo, Dan, et al.
Published: (2025)
by: Luo, Dan, et al.
Published: (2025)
UniSRM: A Unified Speech Reward Model for Reasoning-Based Fine-grained Assessment
by: Wang, Yuanyuan, et al.
Published: (2026)
by: Wang, Yuanyuan, et al.
Published: (2026)
Structure-Aware Piano Accompaniment via Style Planning and Dataset-Aligned Pattern Retrieval
by: Zang, Wanyu, et al.
Published: (2026)
by: Zang, Wanyu, et al.
Published: (2026)
Omni-CLST: Error-aware Curriculum Learning with guided Selective chain-of-Thought for audio question answering
by: Zhao, Jinghua, et al.
Published: (2025)
by: Zhao, Jinghua, et al.
Published: (2025)
Speech-Audio Compositional Attacks on Multimodal LLMs and Their Mitigation with SALMONN-Guard
by: Yang, Yudong, et al.
Published: (2025)
by: Yang, Yudong, et al.
Published: (2025)
Rebellion: Noise-Robust Reasoning Training for Audio Reasoning Models
by: Huang, Tiansheng, et al.
Published: (2025)
by: Huang, Tiansheng, et al.
Published: (2025)
Switchcodec: Adaptive residual-expert sparse quantization for high-fidelity neural audio coding
by: Wang, Xiangbo, et al.
Published: (2026)
by: Wang, Xiangbo, et al.
Published: (2026)
LongCat-Flash-Omni Technical Report
by: Meituan LongCat Team, et al.
Published: (2025)
by: Meituan LongCat Team, et al.
Published: (2025)
MGM-Omni: Scaling Omni LLMs to Personalized Long-Horizon Speech
by: Wang, Chengyao, et al.
Published: (2025)
by: Wang, Chengyao, et al.
Published: (2025)
Enhancing Quranic Learning: A Multimodal Deep Learning Approach for Arabic Phoneme Recognition
by: Kucukmanisa, Ayhan, et al.
Published: (2025)
by: Kucukmanisa, Ayhan, et al.
Published: (2025)
UNIT-DSR: Dysarthric Speech Reconstruction System Using Speech Unit Normalization
by: Wang, Yuejiao, et al.
Published: (2024)
by: Wang, Yuejiao, et al.
Published: (2024)
AST: Adaptive, Seamless, and Training-Free Precise Speech Editing
by: Lv, Sihan, et al.
Published: (2026)
by: Lv, Sihan, et al.
Published: (2026)
AudioSAE: Towards Understanding of Audio-Processing Models with Sparse AutoEncoders
by: Aparin, Georgii, et al.
Published: (2026)
by: Aparin, Georgii, et al.
Published: (2026)
Boosting ASR Robustness via Test-Time Reinforcement Learning with Audio-Text Semantic Rewards
by: Fang, Linghan, et al.
Published: (2026)
by: Fang, Linghan, et al.
Published: (2026)
Towards Robust Speech Deepfake Detection via Human-Inspired Reasoning
by: Dvirniak, Artem, et al.
Published: (2026)
by: Dvirniak, Artem, et al.
Published: (2026)
SpeakerLM: End-to-End Versatile Speaker Diarization and Recognition with Multimodal Large Language Models
by: Yin, Han, et al.
Published: (2025)
by: Yin, Han, et al.
Published: (2025)
ATRI: Mitigating Multilingual Audio Text Retrieval Inconsistencies by Reducing Data Distribution Errors
by: Yin, Yuguo, et al.
Published: (2025)
by: Yin, Yuguo, et al.
Published: (2025)
Disentangling Speakers in Multi-Talker Speech Recognition with Speaker-Aware CTC
by: Kang, Jiawen, et al.
Published: (2024)
by: Kang, Jiawen, et al.
Published: (2024)
Multimodal Emotion Regression with Multi-Objective Optimization and VAD-Aware Audio Modeling for the 10th ABAW EMI Track
by: Huang, Jiawen, et al.
Published: (2026)
by: Huang, Jiawen, et al.
Published: (2026)
MSR-HuBERT: Self-supervised Pre-training for Adaptation to Multiple Sampling Rates
by: Huang, Zikang, et al.
Published: (2026)
by: Huang, Zikang, et al.
Published: (2026)
MotionBeat: Motion-Aligned Music Representation via Embodied Contrastive Learning and Bar-Equivariant Contact-Aware Encoding
by: Wang, Xuanchen, et al.
Published: (2025)
by: Wang, Xuanchen, et al.
Published: (2025)
Who Will Top the Charts? Multimodal Music Popularity Prediction via Adaptive Fusion of Modality Experts and Temporal Engagement Modeling
by: Choudhary, Yash, et al.
Published: (2025)
by: Choudhary, Yash, et al.
Published: (2025)
Separate First, Fuse Later: Mitigating Cross-Modal Interference in Audio-Visual LLMs Reasoning with Modality-Specific Chain-of-Thought
by: Li, Xuanchen, et al.
Published: (2026)
by: Li, Xuanchen, et al.
Published: (2026)
LTS-VoiceAgent: A Listen-Think-Speak Framework for Efficient Streaming Voice Interaction via Semantic Triggering and Incremental Reasoning
by: Zou, Wenhao, et al.
Published: (2026)
by: Zou, Wenhao, et al.
Published: (2026)
DegDiT: Controllable Audio Generation with Dynamic Event Graph Guided Diffusion Transformer
by: Liu, Yisu, et al.
Published: (2025)
by: Liu, Yisu, et al.
Published: (2025)
Quantifying Multimodal Imbalance: A GMM-Guided Adaptive Loss for Audio-Visual Learning
by: Liu, Zhaocheng, et al.
Published: (2025)
by: Liu, Zhaocheng, et al.
Published: (2025)
SoloSpeech: Enhancing Intelligibility and Quality in Target Speech Extraction through a Cascaded Generative Pipeline
by: Wang, Helin, et al.
Published: (2025)
by: Wang, Helin, et al.
Published: (2025)
MMDuet2: Enhancing Proactive Interaction of Video MLLMs with Multi-Turn Reinforcement Learning
by: Wang, Yueqian, et al.
Published: (2025)
by: Wang, Yueqian, et al.
Published: (2025)
Similar Items
-
UniAudio 2.0: A Unified Audio Language Model with Text-Aligned Factorized Audio Tokenization
by: Yang, Dongchao, et al.
Published: (2026) -
SimpleSpeech 2: Towards Simple and Efficient Text-to-Speech with Flow-based Scalar Latent Transformer Diffusion Models
by: Yang, Dongchao, et al.
Published: (2024) -
AuTAgent: A Reinforcement Learning Framework for Tool-Augmented Audio Reasoning
by: Tong, Siqian, et al.
Published: (2026) -
SupCLAP: Controlling Optimization Trajectory Drift in Audio-Text Contrastive Learning with Support Vector Regularization
by: Luo, Jiehui, et al.
Published: (2025) -
ALMTokenizer: A Low-bitrate and Semantic-rich Audio Codec Tokenizer for Audio Language Modeling
by: Yang, Dongchao, et al.
Published: (2025)