arXiv:2610.22992v1 Announce Type: new Abstract: Designing RNA sequences that fold into specific 3D structures is a fundamental challenge in therapeutics.…
Efficient CPU-GPU collaborative MoE inference via Adaptive Expert Assignment
arXiv:2610.23006v1 Announce Type: new Abstract: Mixture-of-Experts (MoE) models reduce inference computation through sparse expert activation, but their…
Adaptation of Computer Use Agents to New Software with User Manuals
arXiv:2610.23012v1 Announce Type: new Abstract: Recent advances in multimodal foundation models have significantly improved the ability to operate…
DiffusionRVGE: Reinforcement Learning via Regression-Based Value Gradient Estimation
arXiv:2610.22973v1 Announce Type: new Abstract: Reinforcement learning improves diffusion models using rewards on generated images, but repeated denoising…
From Approval to Abuse: Privilege Escalation Attacks on Harness-Protected Coding Agents
arXiv:2610.22987v1 Announce Type: new Abstract: Coding agents use execution harnesses to constrain the consequences of prompt injection by enforcing…
Sep-Latent: Separator Tokens as Natural Compression Anchors for Implicit Reasoning
arXiv:2610.22924v1 Announce Type: new Abstract: Large Language Models (LLMs) have demonstrated remarkable success in complex reasoning through explicit…
Multiple Turns, Short Horizons: Measuring Effective-Horizon Compression in Jailbreaks
arXiv:2610.22928v1 Announce Type: new Abstract: Multi-turn jailbreaks use feedback from a victim large language model to adapt their queries over several…
ToPA: Block-wise Toeplitz Adaptation for Expressive and Efficient Fine-Tuning
arXiv:2610.22883v1 Announce Type: new Abstract: Parameter-Efficient Fine-Tuning (PEFT) has emerged as a prevalent strategy for adapting large pre-trained…
When to Forget: Risk-Controlled Context Adaptation for Long-Horizon Agents
arXiv:2610.22897v1 Announce Type: new Abstract: Long-horizon agents learn from failure, but the value of a failure record can change as execution…
Ultima UG200 Chosen for 80,000-Sample UK Biobank Immune Study
In an announcement dated October 19, 2026, Ultima Genomics said its UG200 Sequencing Platform has been selected to power a large-scale single-cell immune…
Reward Engine: Reward-Centric Self-Evolution for Open-Ended Tool Agents
arXiv:2610.22915v1 Announce Type: new Abstract: Open-ended tool agents can complete the same objective through different tool paths, and their quality…
AI News Brief Hourly Summary 2026-10-19 10h : 11 posts
11 posts published in the last hour 07:35ShadowFPT: Backdooring Federated Prompt Tuning via Shadow Triggers 07:35MS-Eval: Benchmarking Sub-Agent Delegation and Orchestration in MCP-Intensive Working Scenarios 07:34Evo-B&B: Behavior-Aware LLM-Guided Joint Evolution of Branching and Node Selection Policies for MILP 07:34World Action…
ShadowFPT: Backdooring Federated Prompt Tuning via Shadow Triggers
arXiv:2610.22871v1 Announce Type: new Abstract: Federated Prompt Tuning (FPT) adapts large vision–language models by freezing the pretrained backbone and…
MS-Eval: Benchmarking Sub-Agent Delegation and Orchestration in MCP-Intensive Working Scenarios
arXiv:2610.22869v1 Announce Type: new Abstract: LLM agents are increasingly integrated into real-world works, yet they must handle diverse domain-specific…
Evo-B&B: Behavior-Aware LLM-Guided Joint Evolution of Branching and Node Selection Policies for MILP
arXiv:2610.22861v1 Announce Type: new Abstract: In branch-and-bound for Mixed-Integer Linear Programming (MILP), branching and node selection are two…
World Action Critic (WAC) Model: Joint Foresight and Criticism for Policy Learning
arXiv:2610.22825v1 Announce Type: new Abstract: World models have shown considerable promise in sequential decision-making by anticipating the…
Look Back, Correct Forward: Error Feedback Calibration for Time Series Forecasting
arXiv:2610.22872v1 Announce Type: new Abstract: Time series forecasting models are increasingly deployed in continuously evolving environments. After a…
R$^2$Orch: Recursive Self-Improvement for Agent Orchestration via Self-Play within a Skill-Internalization Loop
arXiv:2610.22740v1 Announce Type: new Abstract: In recent years, agentic orchestration has been widely applied to solve complex human tasks. However,…