Refusal in Language Models Is Mediated by a Single Direction
Paper • 2406.11717 • Published • 13
Sol Interactions
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Self-Distilled Agentic Reinforcement Learning
Paper • 2605.15155 • Published • 107 -
MemLens: Benchmarking Multimodal Long-Term Memory in Large Vision-Language Models
Paper • 2605.14906 • Published • 73 -
MemEye: A Visual-Centric Evaluation Framework for Multimodal Agent Memory
Paper • 2605.15128 • Published • 60 -
WildClawBench: A Benchmark for Real-World, Long-Horizon Agent Evaluation
Paper • 2605.10912 • Published • 45 -
Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems
Paper • 2605.14892 • Published • 47 -
Darwin Family: MRI-Trust-Weighted Evolutionary Merging for Training-Free Scaling of Language-Model Reasoning
Paper • 2605.14386 • Published • 59 -
STALE: Can LLM Agents Know When Their Memories Are No Longer Valid?
Paper • 2605.06527 • Published • 44 -
RouteProfile: Elucidating the Design Space of LLM Profiles for Routing
Paper • 2605.00180 • Published • 30 -
PREPING: Building Agent Memory without Tasks
Paper • 2605.13880 • Published • 28 -
EvolveMem:Self-Evolving Memory Architecture via AutoResearch for LLM Agents
Paper • 2605.13941 • Published • 24 -
Long Context Pre-Training with Lighthouse Attention
Paper • 2605.06554 • Published • 27 -
ATLAS: Agentic or Latent Visual Reasoning? One Word is Enough for Both
Paper • 2605.15198 • Published • 19 -
Learning to Communicate Locally for Large-Scale Multi-Agent Pathfinding
Paper • 2605.07637 • Published • 19 -
Orchard: An Open-Source Agentic Modeling Framework
Paper • 2605.15040 • Published • 19 -
Does Synthetic Layered Design Data Benefit Layered Design Decomposition?
Paper • 2605.15167 • Published • 8 -
CurveBench: A Benchmark for Exact Topological Reasoning over Nested Jordan Curves
Paper • 2605.14068 • Published • 8 -
WildTableBench: Benchmarking Multimodal Foundation Models on Table Understanding In the Wild
Paper • 2605.01018 • Published • 9 -
Learning to Build the Environment: Self-Evolving Reasoning RL via Verifiable Environment Synthesis
Paper • 2605.14392 • Published • 8 -
PRISM: Prior Rectification and Uncertainty-Aware Structure Modeling for Diffusion-Based Text Image Super-Resolution
Paper • 2605.13027 • Published • 8 -
MolmoAct2: Action Reasoning Models for Real-world Deployment
Paper • 2605.02881 • Published • 333 -
EMO: Pretraining Mixture of Experts for Emergent Modularity
Paper • 2605.06663 • Published • 12 -
Adaptive Teacher Exposure for Self-Distillation in LLM Reasoning
Paper • 2605.11458 • Published • 7