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The sleep framework: A new way for LLMs to retain knowledge in continual learning

Education Innovation

An AI Agent Can Spot a Mistake and Still Not Fix It

I replayed correct model decisions through four deliberately broken browser actions, and a simple page check missed half of the wrong clicks, which shows that noticing a fault and recovering from it are different…

Who Watches the AI?

A separation of powers for control of autonomous agents The post Who Watches the AI? appeared first on Towards Data Science.

In the Age of Borrowed Thinking, How To Become More Valuable as AI Gets Smarter

A framework for staying relevant in the age of artificial intelligence The post In the Age of Borrowed Thinking, How To Become More Valuable as AI Gets Smarter appeared first on Towards Data Science.

Developers Felt 20% Faster With AI. They Were 19% Slower.

And that’s not even the worrying part. The post Developers Felt 20% Faster With AI. They Were 19% Slower. appeared first on Towards Data Science.

😺 OpenAI's big day brought a disproof and Terra

OpenAI Cuts Terra’s API Prices in Half as Safety Tests Expose Authorization Risks

OpenAI’s GPT-6.1 Terra halves standard API prices and improves computer-use performance. Its safety simulations also reveal authorization failures, which businesses need to assess alongside task accuracy and review…

OpenAI Reports Three AI Discoveries. How Will Scientists Verify Them?

OpenAI reports AI-generated advances in computational complexity and wave mathematics, alongside a quantum field theory result. Its release decisions have sparked debate over academic access and the resources scientists…

LoCA: Enabling Multi-Modality in Geospatial Location Encoders

arXiv:2610.32894v1 Announce Type: cross Abstract: Location encoders map geographic coordinates to high-dimensional descriptors through contrastive alignment with paired Earth Observation imagery. We prove that this…

WADE: An LSTM-Based Anomaly Detection Engine for WebAssembly Applications

arXiv:2610.31984v1 Announce Type: cross Abstract: WebAssembly (Wasm) enables near-native performance for web applications through a portable and sandboxed execution model. However, its limited runtime protection…

Towards Trustworthy AI-Enabled Emergency Medical Dispatch: Uncertainty-Aware Ambulance Travel Time Estimation

arXiv:2610.31944v1 Announce Type: new Abstract: Emergency medical dispatch increasingly relies on AI-enabled decision support systems when making ambulance dispatch decisions. In this process, accurate ambulance travel…

Residual Calibration via Local Feature-Space Refinement

arXiv:2610.30652v1 Announce Type: cross Abstract: Deep neural networks often struggle to provide reliable confidence estimates, making post-hoc calibration essential for reliable decision-making. Existing post-hoc…

TileShare: Training-Free Acceleration of Overlapping Tiled ViT Decoding

arXiv:2610.32233v1 Announce Type: cross Abstract: Fixed-window Vision Transformer (ViT) decoders run at deployment resolution as overlapping tiles: every token in an overlap band is processed by several full decoder…

Q-MMR: Off-Policy Evaluation via Recursive Reweighting and Moment Matching

arXiv:2605.06474v3 Announce Type: replace Abstract: We present a novel theoretical framework, Q-MMR, for off-policy evaluation in finite-horizon MDPs. Q-MMR learns a set of scalar weights, one for each data point, such…

MLIPS: Multi-Layer Indexer Pool Sharing

arXiv:2610.27438v2 Announce Type: replace Abstract: Sparse attention limits the keys used by each query, but finding those keys can still require a full-prefix scan at every layer. We introduce $MLIPS:$ $Multi$-$Layer$…

Heterogeneous Agent Collaborative Reinforcement Learning

arXiv:2603.02604v3 Announce Type: replace Abstract: We introduce Heterogeneous Agent Collaborative Reinforcement Learning (HACRL), a new Reinforcement Learning from Verifiable Reward (RLVR) problem that addresses the…

Watermarking Should Be Treated as a Monitoring Primitive

arXiv:2605.13095v4 Announce Type: replace-cross Abstract: Watermarking is a primary means for providers of generative models to meet legal requirements to mark synthetic content. A watermark embeds a hidden signal into…

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks

arXiv:2607.05369v2 Announce Type: replace-cross Abstract: For robots to work reliably in commercial and industrial applications, recent advances in agentic coding systems have potential to combine interpretable robot…

RoboCode: Learning Reusable Action Primitives for Robot Manipulation

arXiv:2610.32225v1 Announce Type: cross Abstract: Recent robot manipulation policies commonly predict continuous action chunks directly from observations, without explicitly modeling reusable structure in the action…

The Value of System 1 Models in Medicine

arXiv:2610.31315v2 Announce Type: replace Abstract: Many clinical decisions are a choice among a few fixed options, taken quickly and in large numbers. Such decisions also need an uncertainty estimate to know when to…