llms

COLD-Attack: Jailbreaking LLMs with Stealthiness and Controllability ICML 2024 Compositional Text-to-Image Generation with Dense Blob Representations ICML 2024 Contrastive Preference Optimization: Pushing the Boundaries of LLM Performance in Machine Translation ICML 2024 Curated LLM: Synergy of LLMs and Data Curation for tabular augmentation in low-data regimes ICML 2024 Dense Reward for Free in Reinforcement Learning from Human Feedback ICML 2024 Dynamic Memory Compression: Retrofitting LLMs for Accelerated Inference ICML 2024 eCeLLM: Generalizing Large Language Models for E-commerce from Large-scale, High-quality Instruction Data ICML 2024 Exploiting Code Symmetries for Learning Program Semantics ICML 2024 GenSim2: Scaling Robot Data Generation with Multi-modal and Reasoning LLMs CoRL 2024 GPTSwarm: Language Agents as Optimizable Graphs ICML 2024 Guiding LLMs The Right Way: Fast, Non-Invasive Constrained Generation ICML 2024 How Well Can LLMs Negotiate? NegotiationArena Platform and Analysis ICML 2024 Is DPO Superior to PPO for LLM Alignment? A Comprehensive Study ICML 2024 Language-Driven Cross-Modal Classifier for Zero-Shot Multi-Label Image Recognition ICML 2024 LongRoPE: Extending LLM Context Window Beyond 2 Million Tokens ICML 2024 MathScale: Scaling Instruction Tuning for Mathematical Reasoning ICML 2024 Model Alignment as Prospect Theoretic Optimization ICML 2024 PARDEN, Can You Repeat That? Defending against Jailbreaks via Repetition ICML 2024 Position: Fundamental Limitations of LLM Censorship Necessitate New Approaches ICML 2024 Position: Leverage Foundational Models for Black-Box Optimization ICML 2024 Premise Order Matters in Reasoning with Large Language Models ICML 2024 QuIP$#$: Even Better LLM Quantization with Hadamard Incoherence and Lattice Codebooks ICML 2024 R2E: Turning any Github Repository into a Programming Agent Environment ICML 2024 Reasoning Grasping via Multimodal Large Language Model CoRL 2024 ReGAL: Refactoring Programs to Discover Generalizable Abstractions ICML 2024