Robotics & Embodied AI

Physical AI, robots, and autonomous systems

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Llms

An attack class that passes every current LLM filter - no payload, no injection signature, no log trace

https://shapingrooms.com/research I published a paper today on something I've been calling postural manipulation. The short version: ordi...

Reddit - Artificial Intelligence · 1 min ·
Llms

[R] An attack class that passes every current LLM filter - no payload, no injection signature, no log trace

https://shapingrooms.com/research I've been documenting what I'm calling postural manipulation: a specific class of language that install...

Reddit - Machine Learning · 1 min ·
[2601.07855] RoAD Benchmark: How LiDAR Models Fail under Coupled Domain Shifts and Label Evolution
Machine Learning

[2601.07855] RoAD Benchmark: How LiDAR Models Fail under Coupled Domain Shifts and Label Evolution

Abstract page for arXiv paper 2601.07855: RoAD Benchmark: How LiDAR Models Fail under Coupled Domain Shifts and Label Evolution

arXiv - AI · 3 min ·

All Content

[2602.21633] Self-Correcting VLA: Online Action Refinement via Sparse World Imagination
Machine Learning

[2602.21633] Self-Correcting VLA: Online Action Refinement via Sparse World Imagination

The paper presents Self-Correcting VLA, a novel approach in robotics that enhances vision-language-action models by integrating sparse wo...

arXiv - AI · 4 min ·
[2602.21611] Structurally Aligned Subtask-Level Memory for Software Engineering Agents
Llms

[2602.21611] Structurally Aligned Subtask-Level Memory for Software Engineering Agents

The paper presents Structurally Aligned Subtask-Level Memory, a novel approach for enhancing software engineering agents by improving mem...

arXiv - AI · 3 min ·
[2602.21531] LiLo-VLA: Compositional Long-Horizon Manipulation via Linked Object-Centric Policies
Machine Learning

[2602.21531] LiLo-VLA: Compositional Long-Horizon Manipulation via Linked Object-Centric Policies

The paper introduces LiLo-VLA, a modular framework for long-horizon manipulation in robotics, enhancing performance through object-centri...

arXiv - Machine Learning · 4 min ·
[2602.21227] Budget-Aware Agentic Routing via Boundary-Guided Training
Llms

[2602.21227] Budget-Aware Agentic Routing via Boundary-Guided Training

The paper presents Budget-Aware Agentic Routing, a method for optimizing the use of large language models in autonomous agents by balanci...

arXiv - AI · 4 min ·
[2602.21215] Inference-time Alignment via Sparse Junction Steering
Llms

[2602.21215] Inference-time Alignment via Sparse Junction Steering

This paper presents Sparse Inference-time Alignment (SIA), a novel approach to enhance alignment in large language models by intervening ...

arXiv - AI · 4 min ·
[2602.21858] ProactiveMobile: A Comprehensive Benchmark for Boosting Proactive Intelligence on Mobile Devices
Llms

[2602.21858] ProactiveMobile: A Comprehensive Benchmark for Boosting Proactive Intelligence on Mobile Devices

The paper introduces ProactiveMobile, a benchmark aimed at enhancing proactive intelligence in mobile devices, addressing the limitations...

arXiv - AI · 4 min ·
[2602.21351] A Hierarchical Multi-Agent System for Autonomous Discovery in Geoscientific Data Archives
Llms

[2602.21351] A Hierarchical Multi-Agent System for Autonomous Discovery in Geoscientific Data Archives

The paper presents PANGAEA-GPT, a hierarchical multi-agent system designed to enhance autonomous data discovery in geoscientific archives...

arXiv - AI · 3 min ·
Robotics

AI Robots for Vehicle detailing/cleaning

The article discusses the potential use of AI robots for vehicle detailing in a car rental company, exploring their capabilities in clean...

Reddit - Artificial Intelligence · 1 min ·
Machine Learning

We built a cryptographic authorization gateway for AI agents and planning to run limited red-team sessions

Sentinel Gateway addresses the challenge of instruction provenance in AI agents by ensuring only user-signed prompts are treated as execu...

Reddit - Artificial Intelligence · 1 min ·
Machine Learning

[P] A lightweight FoundationPose TensorRT implementation

This article discusses a lightweight TensorRT implementation of FoundationPose, aimed at improving robotics research by eliminating the h...

Reddit - Machine Learning · 1 min ·
Alphabet-owned robotics software company Intrinsic joins Google | TechCrunch
Robotics

Alphabet-owned robotics software company Intrinsic joins Google | TechCrunch

Intrinsic, a robotics software company under Alphabet, is now joining Google to enhance its AI capabilities, focusing on making industria...

TechCrunch - AI · 5 min ·
Llms

Google's Aletheia AI Agent Autonomously Solves 6/10 Novel FirstProof Math Problems

Google's Aletheia AI agent successfully solved 6 out of 10 novel math problems in the FirstProof challenge, showcasing advancements in AI...

Reddit - Artificial Intelligence · 1 min ·
Machine Learning

[D] The Anthropic–Pentagon situation isn’t political. It’s architectural.

The article discusses the Anthropic-Pentagon situation, framing it as a governance-layer conflict in AI rather than a political debate, f...

Reddit - Machine Learning · 1 min ·
Robotics

Are IDEs outdated in the age of autonomous AI?

The article discusses the relevance of Integrated Development Environments (IDEs) in the context of autonomous AI development, highlighti...

Reddit - Artificial Intelligence · 1 min ·
[2602.21203] Squint: Fast Visual Reinforcement Learning for Sim-to-Real Robotics
Machine Learning

[2602.21203] Squint: Fast Visual Reinforcement Learning for Sim-to-Real Robotics

The paper presents Squint, a novel visual reinforcement learning method that enhances training efficiency for sim-to-real robotics, achie...

arXiv - Machine Learning · 3 min ·
[2602.07906] AceGRPO: Adaptive Curriculum Enhanced Group Relative Policy Optimization for Autonomous Machine Learning Engineering
Llms

[2602.07906] AceGRPO: Adaptive Curriculum Enhanced Group Relative Policy Optimization for Autonomous Machine Learning Engineering

The paper presents AceGRPO, a novel approach for enhancing autonomous machine learning engineering through adaptive curriculum and group ...

arXiv - Machine Learning · 4 min ·
[2601.09708] Fast-ThinkAct: Efficient Vision-Language-Action Reasoning via Verbalizable Latent Planning
Machine Learning

[2601.09708] Fast-ThinkAct: Efficient Vision-Language-Action Reasoning via Verbalizable Latent Planning

The paper presents Fast-ThinkAct, a novel framework for efficient Vision-Language-Action reasoning that reduces inference latency while m...

arXiv - Machine Learning · 3 min ·
[2510.23587] A Survey of Data Agents: Emerging Paradigm or Overstated Hype?
Llms

[2510.23587] A Survey of Data Agents: Emerging Paradigm or Overstated Hype?

This survey explores the concept of data agents, autonomous systems that manage complex data tasks. It introduces a hierarchical taxonomy...

arXiv - AI · 4 min ·
[2510.00037] On Robustness of Vision-Language-Action Model against Multi-Modal Perturbations
Machine Learning

[2510.00037] On Robustness of Vision-Language-Action Model against Multi-Modal Perturbations

This paper evaluates the robustness of Vision-Language-Action (VLA) models against various multi-modal perturbations, proposing a new met...

arXiv - AI · 4 min ·
[2505.19698] Performance Asymmetry in Model-Based Reinforcement Learning
Machine Learning

[2505.19698] Performance Asymmetry in Model-Based Reinforcement Learning

The paper explores performance asymmetry in Model-Based Reinforcement Learning (MBRL), highlighting significant disparities in agent perf...

arXiv - Machine Learning · 4 min ·
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