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20242026
most citedControllable Video Generation: A Survey

1 citations · 2 across the 11 of their papers we have counts for

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eess.AS2026

RealComm: Benchmarking and Adapting Audio Deepfake Detection over Real Communication Channels

Li Wang, Jindong Wang, Wan Lin +9

Acoustic capture, device processing, and transmission coding in real calls jointly alter speech signals and may affect the reliability of audio deepfake detection. To systematicall…

cs.AI2026

DuplexAgent-RSI: Recursive Harness Improvement for Full-Duplex Voice Agent Collaboration

Yingda Shen, Yuxiang Wang, Kunyu Feng +7

Voice agents are converging on a collaboration pattern: a full-duplex interaction model stays on the live channel as the entry to the conversation, while search, reasoning, and cod…

cs.CL2026

AURAL: Adaptive Latent Reasoning with Joint Chunk for Speech Language Models

Yuxiang Wang, Kunyu Feng, Yuancheng Wang +12

Model intelligence and fast response jointly shape the quality of interaction with speech language models, yet remain difficult to achieve together. Explicit chain-of-thought (CoT)…

cs.SD2026

GenTraceBench: A Benchmark for Tracing Audio Deepfakes Across Pre- and Post-training Stages

Li Wang, Kunyu Feng, Wan Lin +7

Modern text-to-speech (TTS) systems are rarely deployed as unchanged pre-trained models. They are often adapted through supervised fine-tuning (SFT) or preference optimization such…

cs.SD2026

CoReLoop: Parameter-Efficient Controlled Recurrent Refinement for Audio Deepfake Detection

Kunyu Feng, Yuxiang Wang, Li Wang +2

Audio deepfake detectors are expected to remain robust to diverse attacks, datasets, and recording conditions, yet collecting training data that cover every future condition is imp…

cs.CV2026

MSEditor: Toward Consistent Multi-Shot Video Editing

Kunyu Feng, Yue Ma, Bingyuan Wang +6

In this paper, we tackle the problem of performing consistent, unified modifications to a multi-shot video sequence. This task is particularly challenging because multi-shot videos…

cs.SD2026

Teffic-Audio: Tell Fact from Fiction

Wan Lin, Li Wang, Jindong Wang +2

Speech deepfake detection has expanded in scope with increasingly heterogeneous spoofing mechanisms, including speech synthesis, voice conversion, vocoder reconstruction, and neura…

cs.CV2026

EmoWorld: A Decoupled Affective Field for Controllable Emotional Video Generation

Bingyuan Wang, Baistan Zhyldyzbekov, Kunyu Feng +1

Emotion shapes how viewers interpret a scene, yet existing video generators entangle global atmosphere, affect-bearing semantic cues, and temporal progression within a single text…

cs.SD2026

VoxSafeBench: Not Just What Is Said, but Who, How, and Where

Yuxiang Wang, Hongyu Liu, Yijiang Xu +9

As speech language models (SLMs) transition from personal devices into shared, multi-user environments, their responses must account for far more than the words alone. Who is speak…

cs.CV2026

InstanceAnimator: Multi-Instance Sketch Video Colorization

Yinhan Zhang, Yue Ma, Bingyuan Wang +5

We propose InstanceAnimator, a novel Diffusion Transformer framework for multi-instance sketch video colorization. Existing methods suffer from three core limitations: inflexible u…