← Search

Shiyu Jiang

4 accepted papers

2026

Apo2Mol: 3D Molecule Generation via Dynamic Pocket-Aware Diffusion Models

AAAI 2026technical

Deep generative models are rapidly advancing structure-based drug design, offering substantial promise for generating small molecule ligands that bind to specific protein targets. However, most current approaches assume a rigid protein binding pocket, neglecting the intrinsic flexibility of proteins

Cited by 3SourcePDFScholar
2026

Reward Auditor: Inference on Reward Modeling Suitability in Real-World Perturbed Scenarios

ICML 2026poster

Reliable reward models (RMs) are critical for ensuring the safe alignment of large language models (LLMs). However, current RM evaluation methods focus solely on preference perception accuracies in given specific scenarios, obscuring the critical vulnerabilities of RMs in real-world scenarios. We id…

Cited by 0SourceScholar
2025

Hazards in Daily Life? Enabling Robots to Proactively Detect and Resolve Anomalies

NAACL 2025long

Existing household robots have made significant progress in performing routine tasks, such as cleaning floors or delivering objects. However, a key limitation of these robots is their inability to recognize potential problems or dangers in home environments. For example, a child may pick up and inge…

Cited by 1SourcePDFScholar
2025

Tabula: A Tabular Self-Supervised Foundation Model for Single-Cell Transcriptomics

NeurIPS 2025poster

Foundation models (FMs) have shown great promise in single-cell genomics, yet current approaches, such as scGPT, Geneformer, and scFoundation, rely on centralized training and language modeling objectives that overlook the tabular nature of single-cell data and raise significant privacy concerns. We…

Cited by 0SourceScholar