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Zhengpeng Zhao

3 accepted papers

2026

Blocking the Leakage: Manifold-Aware Gradient Projection for Long-Horizon Test-Time Adaptation

ICML 2026poster

Test-Time Adaptation (TTA) empowers pre-trained models to adapt online to distribution shifts during inference, but such online updates often become unstable in long-horizon deployments. Prevailing approaches attribute this failure to error accumulation from noisy pseudo-labels, relying on heuristic…

Cited by 0SourceScholar
2025

Pushing the Limits of BFP on Narrow Precision LLM Inference

AAAI 2025technical

The substantial computational and memory demands of Large Language Models (LLMs) hinder their deployment. Block Floating Point (BFP) has proven effective in accelerating linear operations, a cornerstone of LLM workloads. However, as sequence lengths grow, nonlinear operations, such as Attention, in…

Cited by 0SourcePDFScholar
2024

Multimodal Sentiment Analysis Based on 3D Stereoscopic Attention

ICASSP 2024accepted

In the multimodal (text, audio, and visual) sentiment analysis, the current methods generally consider the bi-modal sentiment interaction, resulting in inadequate mining and fusion of relations between modalities. In this paper, we propose the concept of multimodal 3D (3-Dimensional) stereoscopic at…

Cited by 0SourceScholar