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
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.
