…This survey provides a unified review organized around four causally linked stages, which we term the LIFE progression: Lay the capability foundation, Integrate agents through collaboration, Find faults through attribution, and Evolve…
…How Ranking Beats Structure for Conversational Memory Retrieval (2026) Bottleneck Tokens for Unified Multimodal Retrieval (2026) DiffuMask: Diffusion Language Model for Token-level Prompt Pruning (2026) EntropyCache: Decoded Token Entropy Guided KV…
…To address this, we introduce RLDX-1, a general-purpose robotic policy for dexterous manipulation built on the Multi-Stream Action Transformer (MSAT), an architecture that unifies these capabilities by integrating heterogeneous…
…Evolving Unified Multimodal Models into Self-Adaptive Interleaved Visual Reasoners (2026) UniGRPO: Unified Policy Optimization for Reasoning-Driven Visual Generation (2026) A Systematic Post-Train Framework for Video Generation (2026) Reflect to…
…From a unified Markov-path perspective , its diffusion process performs latent prior transport rather than token-level observation recovery, thereby separating global semantic organization from local textual realization. This design yields a…
…We introduce a unified taxonomy of annotation-reporting practices and validate an LLM-assisted extraction pipeline against Annotated-gold , a human-adjudicated gold standard of 41 papers and 72 annotation tasks, where…
…Together these results establish set-distance rewards as a unified signal for both post-training and test-time scaling in chest X-ray report generation. Our code is publicly https://anonymous.4open…
…Unlike prior shallow MLP trackers constrained by scarce data and an agility-generalization trade-off, Humanoid-GPT is pre-trained on a 2B-frame retargeted corpus that unifies all major mocap datasets…
…Play Adaptation (2026) MotuBrain: An Advanced World Action Model for Robot Control (2026) Qwen-VLA: Unifying Vision-Language-Action Modeling across Tasks, Environments, and Robot Embodiments (2026) Wall-OSS-0.5 Technical…
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