Key papers

• Stochastic CHAOS: Why Deterministic Inference Kills, and Distributional Variability Is the Heartbeat of Artifical Cognition (2026)
  Tanmay Joshi et al.
  1.94
• Stop the Flip-Flop: Context-Preserving Verification for Fast Revocable Diffusion Decoding (2026)
  Yanzheng Xiang et al.
  1.94
• Thinking in Uncertainty: Mitigating Hallucinations in MLRMs with Latent Entropy-Aware Decoding (2026)
  Zhongxing Xu et al.
  1.94
• Process Reward Agents for Steering Knowledge-Intensive Reasoning (2026)
  Jiwoong Sohn et al.
  1.94
• Nemotron 3 Super: Open, Efficient Mixture-of-Experts Hybrid Mamba-Transformer Model for Agentic Reasoning (2026)
  NVIDIA et al.
  1.94
• Continuous Latent Diffusion Language Model (2026)
  Hongcan Guo et al.
  1.94
• ReflectDrive-2: Reinforcement-Learning-Aligned Self-Editing for Discrete Diffusion Driving (2026)
  Huimin Wang et al.
  1.89
• DiffRetriever: Parallel Representative Tokens for Retrieval with Diffusion Language Models (2026)
  Shuai Wang et al.
  1.89
• Accelerating Speculative Decoding with Block Diffusion Draft Trees (2026)
  Liran Ringel et al.
  1.83
• Accelerating RL Post-Training Rollouts via System-Integrated Speculative Decoding (2026)
  Hayate Iso et al.
  1.83
• Compiler-First State Space Duality and Portable O(1) Autoregressive Caching for Inference (2026)
  Cosmo Santoni
  1.78
• Dispider: Enabling Video LLMs with Active Real-Time Interaction via Disentangled Perception, Decision, and Reaction (2025)
  Rui Qian et al.
  1.28
• Democratizing Text-to-Image Masked Generative Models with Compact Text-Aware One-Dimensional Tokens (2025)
  Dongwon Kim et al.
  1.28
• Chain-of-Retrieval Augmented Generation (2025)
  Liang Wang et al.
  1.28
• The Hidden Life of Tokens: Reducing Hallucination of Large Vision-Language Models via Visual Information Steering (2025)
  Zhuowei Li et al.
  1.28
• AdaptiveStep: Automatically Dividing Reasoning Step through Model Confidence (2025)
  Yuliang Liu et al.
  1.28
• DINGO: Constrained Inference for Diffusion LLMs (2025)
  Tarun Suresh et al.
  1.28
• OmniGen2: Exploration to Advanced Multimodal Generation (2025)
  Chenyuan Wu et al.
  1.28
• Less Is More: Training-Free Sparse Attention with Global Locality for Efficient Reasoning (2025)
  Lijie Yang et al.
  1.28
• CogVLA: Cognition-Aligned Vision-Language-Action Model via Instruction-Driven Routing & Sparsification (2025)
  Wei Li et al.
  1.28
• Fast Chain-of-Thought: A Glance of Future from Parallel Decoding Leads to Answers Faster (2023)
  Hongxuan Zhang et al.
  —
• PathFinder: Guided Search over Multi-Step Reasoning Paths (2023)
  Olga Golovneva et al.
  —
• SafeInfer: Context Adaptive Decoding Time Safety Alignment for Large Language Models (2024)
  Somnath Banerjee et al.
  —
• Is Preference Alignment Always the Best Option to Enhance LLM-Based Translation? An Empirical Analysis (2024)
  Hippolyte Gisserot-Boukhlef et al.
  —
• Vector-ICL: In-context Learning with Continuous Vector Representations (2024)
  Yufan Zhuang et al.
  —
• NVILA: Efficient Frontier Visual Language Models (2024)
  Zhijian Liu et al.
  —