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…However, existing structured test-time scaling methods either weakly coordinate parallel reasoning trajectories or rely on noisy historical information without explicitly deciding what should be retained and reused, limiting their ability to…
…Support for expert parallel inference with MoE LoRAs are currently in the works for both vLLM and SGL as far as im aware. · Thanks, @ Jackmin108 . Do you mind opening a PR to…
…Draft-and-Refine Process Parallelizes Diffusion Models with Ease (2026) Efficient Video Diffusion Models: Advancements and Challenges (2026) Diffusion Model for Manifold Data: Score Decomposition, Curvature, and Statistical Complexity (2026) FlowRL: A…
…Improving Chain of Thought Training in Vision Language Models (2026) Scaling Reasoning Tokens via RL and Parallel Thinking: Evidence From Competitive Programming (2026) Please give a thumbs up to this comment if…
…Dual-Grained Efficiency-Aware Reinforcement Learning for Parallel Multimodal Search Agents (2026) Towards Long-horizon Agentic Multimodal Search (2026) MERRIN: A Benchmark for Multimodal Evidence Retrieval and Reasoning in Noisy Web Environments…
…However, agentic methods incur context-switching latency from external execution, while latent methods lack task generalization and are difficult to train with autoregressive parallelization . To combine their strengths while mitigating their limitations…
…Eng: Benchmarking Self-Evolving Agents on Real-World Engineering Tasks with Generative Optimization (2026) OpenDeepThink: Parallel Reasoning via Bradley--Terry Aggregation (2026) ReaComp: Compiling LLM Reasoning into Symbolic Solvers for Efficient Program…
…Less Data Makes Better Reasoners (2026) Solving Physics Olympiad via Reinforcement Learning on Physics Simulators (2026) Scaling Reasoning Tokens via RL and Parallel Thinking: Evidence From Competitive Programming (2026) Please give a…
…A parallel CLIP-aligned text pathway injects language features across multiple scales, enabling the model to align textual queries with evolving visual representations. This design transforms an off-the-shelf diffusion backbone…
…Diverse Parallel Exploration Policy Optimization for LLM-based Agents (2026) GRPO-VPS: Enhancing Group Relative Policy Optimization with Verifiable Process Supervision for Effective Reasoning (2026) FIPO: Eliciting Deep Reasoning with Future-KL…