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Shivank Garg

3 accepted papers

2026

Text2Arch: A Dataset for Generating Scientific Architecture Diagrams from Natural Language Descriptions

ICLR 2026poster

Communicating complex system designs or scientific processes through text alone is inefficient and prone to ambiguity. A system that automatically generates scientific architecture diagrams from text with high semantic fidelity can be useful in multiple applications like enterprise architecture visu…

Cited by 0SourceScholar
2025

IPO: Your Language Model is Secretly a Preference Classifier

ACL 2025long

Reinforcement learning from human feedback (RLHF) has emerged as the primary method for aligning large language models (LLMs) with human preferences. While it enables LLMs to achieve human-level alignment, it often incurs significant computational and financial costs due to its reliance on training…

2024

Confidence Is All You Need for MI Attacks (Student Abstract)

AAAI 2024technical

In this evolving era of machine learning security, membership inference attacks have emerged as a potent threat to the confidentiality of sensitive data. In this attack, adversaries aim to determine whether a particular point was used during the training of a target model. This paper proposes a new…

Cited by 0SourcePDFScholar