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AI Scientist Bengio: Building Systems We Don't Know How to Control
Yoshua Bengio, Founder & Scientific Advisor at Mila Quebec AI Institute and Co-President & Scientific Director at LawZero discusses AI safety, agent risks and governance frameworks. He warns that right now we don't have complete control of AI agents right now.
Construction firm, director and employees charged over Tanjong Katong sinkhole
Construction firm, director and employees charged over Tanjong Katong sinkhole Ohin Construction, its managing director and other project leads have been charged with lapses over construction works done at a worksite in Tanjong Katong. SINGAPORE: A construction firm, along with its managing director and other employees of the company, was charged in court on Thursday (Jun 11) with workplace safety or building control offences linked to the sinkhole that appeared in Tanjong Katong in July...
M3imic: Learning a Versatile Whole-Body Controller for Multimodal Motion Mimicking
Announce Type: new Abstract: Building a general-purpose whole-body controller is essential for enabling diverse motion capabilities in humanoid robots across a wide range of downstream tasks, including locomotion and loco-manipulation. Different tasks rely on distinct motion reference modalities: locomotion primarily depends on coordinated robot joint trajectories, whereas manipulation requires precise end-effector trajectory tracking. Existing methods often overlook the representational...
From Ticks to Flows: Dynamics of Neural Reinforcement Learning in Continuous Environments
Announce Type: new Abstract: We present a novel theoretical framework for deep reinforcement learning (RL) in continuous environments by modeling the problem as a continuous-time stochastic process, drawing on insights from stochastic control. Building on previous work, we introduce a viable model of actor-critic algorithm that incorporates both exploration and stochastic transitions. For single-hidden-layer neural networks, we show that the state of the environment can be formulated as a...
California passes bill declaring death-by-algorithm to 3D-printed ghost guns
California has passed a controversial bill requiring 3D printer manufacturers to build in controls that block the production of firearm components - a move drawing sharp pushback from technologists and privacy advocates. Lawmakers approved Assembly Bill 2047 on May 26. The bill requires manufacturers to embed a “firearm blueprint detection algorithm” in every model by July 2028.
Auditing Demonstration Curation Metrics: Action-Only Scorers Fail on the Structural Defects That Degrade Imitation Policies
arXiv:2606.05588v1 Announce Type: new Abstract: Imitation-learning policies inherit the quality of the demonstrations they are trained on, and a growing set of curation metrics promise to score and filter low-quality demonstrations automatically. These metrics are each validated on different data with different protocols, so it is unclear which of them actually identify the demonstrations that harm a policy. We build a controlled testbed in which demonstration defects are injected with known...
Quantifying the Energy Floor: Direct Measurement and Replay Buffer Bias in SAC-Based HVAC Control on sbsim
Announce Type: new Abstract: We quantify the energy floor -- the minimum achievable cost given action space constraints -- for Soft Actor-Critic (SAC) HVAC control on the sbsim calibrated building simulator. Through minimum-action experiments, we directly measure this floor at USD 35.51/day, dominated by continuous electrical loads (USD 35.44, 99.8%) with negligible gas consumption. The standard SAC baseline, initialized with schedule-policy replay buffer transitions, converges to USD...
Anthropic: AI could escape human control
US firm proposes coordinated global slowdown on building advanced artificial intelligence
Anthropic: AI could escape human control
US firm proposes coordinated global slowdown on building advanced artificial intelligence
Anthropic: AI could escape human control
US firm proposes coordinated global slowdown on building advanced artificial intelligence