Continuous Reasoning
No mentions found
This entity hasn't been tracked yet, or Iris is still building its knowledge base.
Related Articles from SNS
Continuous Reasoning for Vision-Language-Action
Announce Type: replace Abstract: Natural language is a powerful reasoning medium for language and vision-language models, but it is mismatched to the granularity of continuous control. Text and explicit subgoals operate at task-level granularity, whereas vision-language-action (VLA) policies must choose actions at a much finer temporal scale; a single reasoning step can therefore span many action chunks while remaining only weakly coupled to the action needed now. This suggests a different...
Overview of the ClinicalSkillQA 2026 Shared Task on Continuous Perception and Procedural Reasoning in Clinical Skill Assessment
Announce Type: new Abstract: This paper presents an overview of the ClinicalSkillQA 2026 shared task, which was organized with the BioNLP Workshop at ACL 2026. The goal of this shared task is to evaluate continuous perception and procedural reasoning in clinical skill assessment by requiring systems to reconstruct the correct temporal order of shuffled clinical key frames and generate rationales grounded in clinical workflow knowledge. The benchmark contains 200 test-only instances sampled...
Geometric Latent Reasoning Induces Shorter Generations in LLMs
new Abstract: Large language models solve complex problems by generating lengthy chains of explicit reasoning tokens. While effective, this makes reasoning expensive, length-sensitive, and constrained to (discrete) natural language. While latent reasoning offers a continuous alternative, determining useful structures for intermediate latent states is an open challenge.
ReGuLaR: Relation-Grounded Latent Reasoning for Large Vision-Language Models
arXiv:2605.30587v1 Announce Type: new Abstract: Chain-of-thought (CoT) reasoning has significantly improved the reasoning ability of large vision-language models (LVLMs) by verbalizing intermediate reasoning steps in natural language. However, such discrete textual rationales are often insufficient for encoding continuous visual evidence. Recent work addresses this limitation by moving reasoning into continuous latent space.
TARPO: Token-Wise Latent-Explicit Reasoning via Action-Routing Policy Optimization
Announce Type: new Abstract: Latent reasoning has emerged as a promising alternative to discrete Chain-of-Thought (CoT) in large language models (LLMs), enabling more expressive reasoning by operating over continuous representations. However, the inherently deterministic nature of continuous representations limits policy exploration in reinforcement learning (RL). To address this, we propose TARPO (Token-Wise Latent-Explicit Reasoning via Action-Routing Policy Optimization), a pure RL...
Gluten-free basics ‘now a luxury’ as price of a small branded loaf nears £4
People with coeliac disease say inflation and shrinking ranges are making food staples unaffordableGluten-free versions of everyday staples such as bread and biscuits are becoming a luxury, with shoppers complaining that a “decent” small loaf now costs nearly £4.Consumers have always paid a premium for these specialist foods, making any price increases a source of concern, particularly for people who follow a gluten-free diet for medical reasons. Continue reading...
Gluten-free basics ‘now a luxury’ as price of a small branded loaf nears £4
People with coeliac disease say inflation and shrinking ranges are making food staples unaffordableGluten-free versions of everyday staples such as bread and biscuits are becoming a luxury, with shoppers complaining that a “decent” small loaf now costs nearly £4.Consumers have always paid a premium for these specialist foods, making any price increases a source of concern, particularly for people who follow a gluten-free diet for medical reasons. Continue reading...
Gluten-free basics ‘now a luxury’ as price of a small branded loaf nears £4
People with coeliac disease say inflation and shrinking ranges are making food staples unaffordableGluten-free versions of everyday staples such as bread and biscuits are becoming a luxury, with shoppers complaining that a “decent” small loaf now costs nearly £4.Consumers have always paid a premium for these specialist foods, making any price increases a source of concern, particularly for people who follow a gluten-free diet for medical reasons. Continue reading...
Task-Focused Memorization for Multimodal Agents
arXiv:2605.31075v1 Announce Type: new Abstract: Long-term memory is essential for multimodal agents to build coherent experience, accumulate world knowledge, and achieve continual learning. However, constructing effective memory goes beyond memory module design and basic requirements such as accuracy and fidelity; the key challenge lies in determining what to memorize. Multimodal agents, such as embodied agents, continuously perceive, reason, and act in real or virtual environments,...
NavOne: One-Step Global Planning for Vision-Language Navigation on Top-Down Maps
arXiv:2605.06317v4 Announce Type: replace Abstract: Existing Vision-Language Navigation (VLN) methods typically adopt an egocentric, step-by-step paradigm, which struggles with error accumulation and limits efficiency. While recent approaches attempt to leverage pre-built environment maps, they often rely on incrementally updating memory graphs or scoring discrete path proposals, which restricts continuous spatial reasoning and creates discrete bottlenecks. We propose Top-Down VLN (TD-VLN),...