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• Example Talk
• LLMs Can Get "Brain Rot"!
• AD-VF: LLM-Automatic Differentiation Enables Fine-Tuning-Free Robot Planning from Formal Methods Feedback
• LoX: Low-Rank Extrapolation Robustifies LLM Safety Against Fine-tuning
• More is Less: The Pitfalls of Multi-Model Synthetic Preference Data in DPO Safety Alignment
• Scaling Textual Gradients via Sampling-Based Momentum
• GuardAgent: Safeguard LLM Agents by a Guard Agent via Knowledge-Enabled Reasoning
• SEAL: Steerable Reasoning Calibration of Large Language Models for Free
• MedHallu: A Comprehensive Benchmark for Detecting Medical Hallucinations in Large Language Models
• Extracting and Understanding the Superficial Knowledge in Alignment