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AAD-1: Asymmetric Adversarial Distillation for One-Step Autoregressive Video Generation

Announce Type: new Abstract: We present AAD-1, an Asymmetric Adversarial Distillation framework for One-step autoregressive image-to-video generation. State-of-the-art methods adopt adversarial distillation but suffer from motion collapse and training instability, resulting in static videos. AAD-1 addresses these challenges through two key designs in architecture and training strategy.

arXiv CS 7d ago

AAD-1: Asymmetric Adversarial Distillation for One-Step Autoregressive Video Generation

Announce Type: replace Abstract: We present AAD-1, an Asymmetric Adversarial Distillation framework for One-step autoregressive image-to-video generation. State-of-the-art methods adopt adversarial distillation but suffer from motion collapse and training instability, resulting in static videos. AAD-1 addresses these challenges through two key designs in architecture and training strategy.

arXiv CS 6d ago

CA-TCN: A Causal-Anticausal Temporal Convolutional Network for Direct Auditory Attention Decoding

Announce Type: replace Abstract: A promising approach for steering auditory attention in complex listening environments relies on Auditory Attention Decoding (AAD), which aim to identify the attended speech stream in a multiple speaker scenario from neural recordings. Entrainment-based AAD approaches, typically assume access to clean speech sources and electroencephalography (EEG) signals to exploit low-frequency correlations between the neural response and the attended stimulus. In this...

arXiv CS 2d ago

Alignment-Aware Decoding

Announce Type: replace Abstract: Alignment of large language models remains a central challenge in natural language processing. Preference optimization has emerged as a popular and effective method for improving alignment, typically through training-time or prompt-based interventions. In this paper, we introduce alignment-aware decoding (AAD), a method to enhance model alignment directly at inference.

arXiv CS 7d ago

Bridge ban under review as Nuyina's refuelling saga drags on

Tasmania reconsiders bridge ban as Nuyina's refuelling saga drags on Thu 4 Jun 2026 at 5:19am In short: Safety concerns currently prevent Australia's Antarctic icebreaker from travelling under Hobart's Tasman Bridge to reach a nearby refuelling depot. But Tasmanian authorities say "all options" are on the table as the state government tries to resolve the costly refuelling issue. The Tasmanian government says allowing the RSV Nuyina to transit under the bridge is one of three options under...

ABC Australia 7d ago

Tugboat? Pipeline? Why there's no quick fuel fix for the Nuyina

RSV Nuyina can't access Hobart's marine refuelling depot, so what are its other options? Fri 5 Jun 2026 at 5:18am When the Australian government decided to spend $528 million on a state-of-the-art icebreaker, it was envisaged the ship would be able to refuel in its home port of Hobart. But in 2023, the harbourmaster rejected an application for the RSV Nuyina to travel under the Tasman Bridge to reach city's marine fuel depot.

ABC Australia 6d ago