Events

Research Directions

Multilingual Translation, Generation and Alignment

Low-resource Languages, Speech-to-Text Translation, LLM Evaluation, Alignment

Hire a Linguist!: Learning Endangered Languages with In-Context Linguistic Descriptions

LLMRefine: Pinpointing and Refining Large Language Models via Fine-Grained Actionable Feedback

Pride and Prejudice: LLM Amplifies Self-Bias in Self-Refinement

INSTRUCTSCORE: Explainable Text Generation Evaluation with Finegrained Feedback

WACO: Word-Aligned Contrastive Learning for Speech Translation

AI Safety and Security

Safety, Security, Privacy, and Copyright in GenAI and LLM

Permute-and-Flip: An Optimally Robust and Watermarkable Decoder for LLMs

Provable Robust Watermarking for AI-Generated Text

Invisible Image Watermarks Are Provably Removable Using Generative AI

Protecting Language Generation Models via Invisible Watermarking

Provably Confidential Language Modelling

HardTests

Synthesizing High-quality Test Cases for LLM Coding

Agentic Large Language Models

Code Generation, Reasoning and Planning

ALGO: Synthesizing Algorithmic Programs with LLM-Generated Oracle Verifiers

Don't Fine-Tune, Decode: Syntax Error-Free Tool Use via Constrained Decoding

Learning from Mistakes via Cooperative Study Assistant for Large Language Models

AutoPlan: Automatic Planning of Interactive Decision-Making Tasks With Large Language Models

AI-powered Drug Design

Generative models for Small-molecule and Protein Design, Molecule understanding.

Generative Enzyme Design Guided by Functionally Important Sites and Small-Molecule Substrates

SurfPro: Functional Protein Design Based on Continuous Surface

Importance Weighted Expectation-Maximization for Protein Sequence Design

Accelerating Antimicrobial Peptide Discovery with Latent Structure