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Curated some good tutorials and workshops hosted by the lab
The 1st workshop on Generative AI and Biology
August 11, 2024
Watermarking for Large Language Model
August 11, 2024
Directions
Multilingual Text Generation and Alignment
Low-resource Languages, Speech-to-Text Translation, LLM 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
Responsible Generative AI
Safety, Security, Privacy, and Copyright
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
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 Protein Design
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