Today's papers:

- Gated Activation Steering for Reducing Sycophancy & Hallucination in Medical Question Answering: https://arxiv.org/abs/2608.23666v1

- MatReplace: A Reference-Free, Conditioning-Aligned Benchmark for Material Replacement in Interior Scenes: https://arxiv.org/abs/2608.24107v1

- Prime Agent: A Self-Improving RLM Harness: https://arxiv.org/abs/2608.23552v1

- Beyond Confidence: Test-Time Scaling for Multi-Turn Search Agents via Retrieval Grounding: https://arxiv.org/abs/2608.24024v1

- Serving Masked Diffusion LLMs: Characterization and Design Principles from Real Hardware: https://arxiv.org/abs/2608.23807v1

This podcast is from Colin Davis (colin-davis.com) using Claude & Elevenlabs.

Today's papers:

- Power-Performance Characterization of TinyML Systems: https://arxiv.org/abs/2608.21646v1

- GuardPaint:SpeculativeSafetyDecodingforText-to-ImageGeneration: https://arxiv.org/abs/2608.21869v1

- Teaching LLMs How ICU Physicians Approach Clinical Reasoning Through OMOP-Aligned Retrieval Improves Reasoning Across Clinical Domains: https://arxiv.org/abs/2608.22622v1

- SAEM: Stage-Aware Expert Management for Memory-Efficient MoE Inference in Chain-of-Thought Reasoning: https://arxiv.org/abs/2608.21614v1

- Development and Feasibility Evaluation of an Edge AI as Medical Device System for Breast Cancer Multidisciplinary Team Meetings: https://arxiv.org/abs/2608.22108v1

This podcast is from Colin Davis (colin-davis.com) using Claude & Elevenlabs.

Today's papers:

- Consilience: Conformally Calibrated Communication Control for Hidden-Profile Multi-Agent Reasoning: https://arxiv.org/abs/2608.20564v1

- Volumetric Radiology AI in the Era of Multimodal Large Language Models: https://arxiv.org/abs/2608.20549v1

- Designing Human-mediated AI Guidance: Ready Together for Personalized Family Emergency Preparedness: https://arxiv.org/abs/2608.19950v1

- No PUN Intended: Plausible Unknown Names for Person-Centred LLM Evaluation: https://arxiv.org/abs/2608.21206v1

- SABET-QA: Temporal Knowledge Graph Question Answering: https://arxiv.org/abs/2608.20083v1

This podcast is from Colin Davis (colin-davis.com) using Claude & Elevenlabs.

Today's papers:

- SPADE: Self-Play in Adaptive Synthetic Executable Environments: https://arxiv.org/abs/2608.19197v1

- Evaluating and Explaining Prompt Sensitivity of LLMs Using Interactions: https://arxiv.org/abs/2608.18539v1

- HYDRA: A Heterogeneous Chiplet DSE Framework for Serving Dynamic Hybrid LLM Workloads: https://arxiv.org/abs/2608.19395v1

- PEA-DPO: Perception-Enhanced Alignment Direct Preference Optimization for MLLMs Alignment: https://arxiv.org/abs/2608.19598v1

- In Two Minds about Lifelong Learning: Exploring Hemispheric Redundancy and Specialisation in Neural Models: https://arxiv.org/abs/2608.19514v1

This podcast is from Colin Davis (colin-davis.com) using Claude & Elevenlabs.

Today's papers:

- MotoSafety: Edge-AI with Learned Temporal Importance for Two-Wheeler Collision Risk Assessment Under Time Pressure: https://arxiv.org/abs/2608.17823v2

- Adaptive surrogate modeling for high-dimensional spatio-temporal output: https://arxiv.org/abs/2608.17250v1

- Evaluating the Diversity of AI-Generated Content with Diversity Profiles: https://arxiv.org/abs/2608.17731v1

- From Corpora to Co-Evolving Capabilities: Capability-Centric Data Design for Generalist Image Generation: https://arxiv.org/abs/2608.18076v1

- Accuracy and Robustness of Model Cascades Under Data Perturbations: https://arxiv.org/abs/2608.17711v2

This podcast is from Colin Davis (colin-davis.com) using Claude & Elevenlabs.

Today's papers:

- KnowSim: Evaluating Information Calibration in LLM Assistants with User Simulators that Learn: https://arxiv.org/abs/2608.17150v1

- Without journalists, there is no journalism: the social dimension of generative artificial intelligence in the media: https://arxiv.org/abs/2608.17017v1

- Delegation Asymmetry in Agentic Recommender Systems: Measuring Two-Sided Receptivity in Online Dating: https://arxiv.org/abs/2608.18058v1

- MotoSafety: Edge-AI with Learned Temporal Importance for Two-Wheeler Collision Risk Assessment Under Time Pressure: https://arxiv.org/abs/2608.17823v1

- The 10th AI City Challenge: https://arxiv.org/abs/2608.17044v1

This podcast is from Colin Davis (colin-davis.com) using Claude & Elevenlabs.

Today's papers:

- Agent Gym: A Framework for Continuous Evaluation and Evolution of LLM Agents Through Human-in-the-Loop Feedback: https://arxiv.org/abs/2608.15591v1

- Emergent Misaligned Communication in Long-Horizon Multi-Agent LLM Commerce: https://arxiv.org/abs/2608.14825v1

- Self-Supervised Visual On-Policy Distillation: https://arxiv.org/abs/2608.14144v1

- FZ-VLM: A Two Stage Florence-Zephyr Vision Language Model Framework for Pulmonary Nodule Characterization and Clinical Decision Making: https://arxiv.org/abs/2608.15004v1

- BGA: A noise-immune neural distillation framework for malicious signature extraction in high-entropy encrypted flows: https://arxiv.org/abs/2608.14126v1

This podcast is from Colin Davis (colin-davis.com) using Claude & Elevenlabs.

Today's papers:

- Can Language Models Understand mmWave Data? Benchmarking Large Language Models for mmWave Radar-Based Human Understanding: https://arxiv.org/abs/2608.14179v1

- Amplified Does Not Mean Predictive: Reasoning Behaviors in Thinking Models: https://arxiv.org/abs/2608.13760v1

- When Personal Memory Has No Single Answer: Evaluating LLM Agents under Irreducible Conflict: https://arxiv.org/abs/2608.13921v1

- A Pathway to General-Purpose Scientific AI: Multimodal Comprehension of Scientific Images: https://arxiv.org/abs/2608.14075v1

- Meteorology-driven Causal Nowcasting of Fugitive Landfill Emissions Enables Proactive Public Health Response: https://arxiv.org/abs/2608.14254v1

This podcast is from Colin Davis (colin-davis.com) using Claude & Elevenlabs.

Today's papers:

- FlashDrive: Flash Vision-Language-Action Inference for Autonomous Driving: https://arxiv.org/abs/2608.12932v1

- The Role of Natural Language Understanding in Multimodal Video-Based Dengue Diagnosis: https://arxiv.org/abs/2608.12677v1

- EgoMonth: A Month-Level Egocentric Video Benchmark for Long-Term Spatiotemporal Memory: https://arxiv.org/abs/2608.13113v1

- On the Expressive Power of Transformers: https://arxiv.org/abs/2608.12671v1

- AI and Consumer Rights in India Working Paper: https://arxiv.org/abs/2608.12863v1

This podcast is from Colin Davis (colin-davis.com) using Claude & Elevenlabs.

Today's papers:

- From Interpretability to Control: Insights from Six Years of the TrustNLP Workshop

- Reinforcing Step-level Reasoning for Effective Self-Correction in LLMs

- Rule of Thumb: Explaining Artificial Intelligence Systems using Partial Information

- VERDICT: Training-Free Step-Wise Verification of Multimodal Reasoning via Disagreement-Aware Consensus

- Rubric Dropout: A Simple Way to Mitigate Reward Hacking in Rubric-as-Reward RL

This podcast is from Colin Davis (colin-davis.com) using Claude & Elevenlabs.