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Zhiyu Liu

5 accepted papers

2026

All-day Multi-scenes Lifelong Vision-and-Language Navigation with Tucker Adaptation

ICLR 2026poster

Deploying vision-and-language navigation (VLN) agents requires adaptation across diverse scenes and environments, but fine-tuning on a specific scenario often causes catastrophic forgetting in others, which severely limits flexible long-term deployment. We formalize this challenge as the all-day mul…

Cited by 0SourceScholar
2026

CMPhysBench: A Benchmark for Evaluating Large Language Models in Condensed Matter Physics

ICLR 2026poster

We introduce CMPhysBench, designed to assess the proficiency of Large Language Models (LLMs) in Condensed Matter Physics, as a novel Benchmark. CMPhysBench is composed of more than 520 graduate-level meticulously curated questions covering both representative subfields and foundational theoretical f…

Cited by 0SourcecodeScholar
2026

Lifelong Language-Conditioned Robotic Manipulation Learning

AAAI 2026technical

Traditional language-conditioned manipulation agent adaptation to new manipulation skills leads to catastrophic forgetting of old skills, limiting dynamic scene practical deployment. In this paper, we propose SkillsCrafter, a novel robotic manipulation framework designed to continually learn multipl

Cited by 0SourcePDFScholar
2026

The Power of Small Initialization in Noisy Low-Tubal-Rank Tensor Recovery

ICLR 2026poster

We study the problem of recovering a low-tubal-rank tensor $\mathcal{X}\_\star\in \mathbb{R}^{n \times n \times k}$ from noisy linear measurements under the t-product framework. A widely adopted strategy involves factorizing the optimization variable as $\mathcal{U} * \mathcal{U}^\top$, where $\math…

Cited by 0SourceScholar