arXiv:2610.13112v1 Announce Type: new Abstract: Large audio-language models (LALMs) frequently exhibit object hallucination, affirming absent sounds. The…
Looking Ahead and Back: Anticipatory Generative Modeling for Road-Network Trajectories
arXiv:2610.13131v1 Announce Type: new Abstract: Trajectory generation underpins urban applications such as traffic management and urban planning. Within…
DP-MIND: Differentially private memory-guided Long context Inference
arXiv:2610.13132v1 Announce Type: new Abstract: LLM-as-a-Service has become a dominant paradigm for accessing large language models without requiring…
DRYLAB-Bench: Benchmarking the Biosecurity Risk of Agentic LLM Mutation Design
arXiv:2610.13116v1 Announce Type: new Abstract: As large language models (LLMs) acquire advanced biological design capabilities, they offer substantial…
AI News Brief Hourly Summary 2026-10-12 10h : 11 posts
11 posts published in the last hour 07:32LongHarness: Advancing Agentic Reasoning over 100M-Token Corpora via Stateful Evidence Management 07:32VETR: Execution-Grounded Self-Improving Agent for Symbolic Graphics Reasoning 07:32When Faster Decisions Do Not Make Better Agents: An Empirical Study of Jev in…
LongHarness: Advancing Agentic Reasoning over 100M-Token Corpora via Stateful Evidence Management
arXiv:2610.13075v1 Announce Type: new Abstract: Corpus-level long-context reasoning requires agents to acquire and integrate evidence across document…
VETR: Execution-Grounded Self-Improving Agent for Symbolic Graphics Reasoning
arXiv:2610.13098v1 Announce Type: new Abstract: Visual agents for symbolic graphics reasoning depend on executable world representations, yet continued…
When Faster Decisions Do Not Make Better Agents: An Empirical Study of Jev in Agent Workflows
arXiv:2610.13092v1 Announce Type: new Abstract: AI agents depend on repeated decisions to accomplish tasks, with large language models (LLMs) commonly…
SWEAR: Section-Wise Efficient Audio Reasoning via Self-Rated Difficulty
arXiv:2610.13081v1 Announce Type: new Abstract: Recent work on large audio-language models (LALMs) explores adaptive reasoning to balance accuracy and…
Attention Sees, MLP Refuses: Tracing the Attention-to-MLP Safety Pathway in LLMs
arXiv:2610.13078v1 Announce Type: new Abstract: Safety-aligned large language models (LLMs) remain vulnerable to jailbreaks and can over-refuse benign…
Travel Back To Move Forward: Retrospective Exploration and Evolving for Long Horizon Agents
arXiv:2610.13058v1 Announce Type: new Abstract: Large language model agents increasingly operate in long-horizon environments where early mistakes can…
Hindsight Structured Advice Distillation: Steering Executor Agents with Advisors Trained on Their Failures and Task Characteristics
arXiv:2610.13000v1 Announce Type: new Abstract: Language-model agents are used for specialized work such as financial research, healthcare and law. Such…
EmbodiedCLBench: Evaluating Continual Learning for Self-Evolving Embodied Agents
arXiv:2610.13021v1 Announce Type: new Abstract: Continual learning requires models to accumulate past experience and transfer it to new tasks. Despite…
Provenance-Aware Belief Updating in Human-AI Feedback Loops
arXiv:2610.13008v1 Announce Type: new Abstract: In repeated human-AI interaction, a single observation can be quoted, summarized, and returned to a model…
Scaling Empowered Agents
arXiv:2610.13002v1 Announce Type: new Abstract: Empowerment measures the capacity of an agent to actively control its environment. In this work, we…
AI News Brief Hourly Summary 2026-10-12 09h : 11 posts
11 posts published in the last hour 06:33SmartSalesBench: A Resistance-Aware Multi-Turn Benchmark for Evaluating LLM Sales Agents 06:32Beyond Semantic IDs: Finite-Beam Reachability and Continuous-Query Generation in Generative Recommendation 06:32MathVis: Can AI Reason through Drawing? A Benchmark for Mathematical Figure Generation…
SmartSalesBench: A Resistance-Aware Multi-Turn Benchmark for Evaluating LLM Sales Agents
arXiv:2610.12975v1 Announce Type: new Abstract: We present SmartSalesBench, the first multi-turn conversational benchmark explicitly designed to evaluate…
Beyond Semantic IDs: Finite-Beam Reachability and Continuous-Query Generation in Generative Recommendation
arXiv:2610.12977v1 Announce Type: new Abstract: Generative recommendation (GR) of social media platforms commonly retrieves items by autoregressively…