The Mirage of Optimizing Training Policies: Monotonic Inference Policies as the Real Objective for LLM Reinforcement Learning Paper • 2606.29526 • Published Jun 28 • 170
Personalization as Inverse Planning: Learning Latent Design Intents for Agentic Slide Generation via Structural Denoising Paper • 2607.00407 • Published Jul 1 • 10
Lumos-Nexus: Efficient Frequency Bridging with Homogeneous Latent Space for Video Unified Models Paper • 2605.31603 • Published May 29 • 8
MemTrace: Tracing and Attributing Errors in Large Language Model Memory Systems Paper • 2605.28732 • Published May 27 • 40
WorldKV: Efficient World Memory with World Retrieval and Compression Paper • 2605.22718 • Published May 21 • 44
OSCAR: Offline Spectral Covariance-Aware Rotation for 2-bit KV Cache Quantization Paper • 2605.17757 • Published May 18 • 66
Forgetting That Sticks: Quantization-Permanent Unlearning via Circuit Attribution Paper • 2605.15138 • Published May 14 • 7
EvolveMem:Self-Evolving Memory Architecture via AutoResearch for LLM Agents Paper • 2605.13941 • Published May 13 • 24