## Episode Summary

In this episode, we cover:

- **Co-Director: Agentic Generative Video Storytelling** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2604.24842)

- **Recursive Multi-Agent Systems** (arXiv)

- [Read more](http://arxiv.org/abs/2604.25917v1)

- **AutoResearchBench: Benchmarking AI Agents on Complex Scientific Literature Discovery** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2604.25256)

- **Refinement via Regeneration: Enlarging Modification Space Boosts Image Refinement in Unified Multimodal Models** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2604.25636)

- **Carbon-Taxed Transformers: A Green Compression Pipeline for Overgrown Language Models** (arXiv)

- [Read more](http://arxiv.org/abs/2604.25903v1)

---

*Sponsored by LimitLess AI*

## Episode Summary

In this episode, we cover:

- **PageGuide: Browser extension to assist users in navigating a webpage and locating information** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2604.23772)

- **Discovering Agentic Safety Specifications from 1-Bit Danger Signals** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2604.23210)

- **UniGeo: Unifying Geometric Guidance for Camera-Controllable Image Editing via Video Models** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2604.17565)

- **The Chameleon's Limit: Investigating Persona Collapse and Homogenization in Large Language Models** (arXiv)

- [Read more](http://arxiv.org/abs/2604.24698v1)

- **Sapiens2** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2604.21681)

---

*Sponsored by LimitLess AI*

## Episode Summary

In this episode, we cover:

- **DiffNR: Diffusion-Enhanced Neural Representation Optimization for Sparse-View 3D Tomographic Reconstruction** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2604.21518)

- **LLM Safety From Within: Detecting Harmful Content with Internal Representations** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2604.18519)

- **Contexts are Never Long Enough: Structured Reasoning for Scalable Question Answering over Long Document Sets** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2604.22294)

- **Learning Evidence Highlighting for Frozen LLMs** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2604.22565)

- **How Do AI Agents Spend Your Money? Analyzing and Predicting Token Consumption in Agentic Coding Tasks** (arXiv)

- [Read more](http://arxiv.org/abs/2604.22750v1)

---

*Sponsored by LimitLess AI*

## Episode Summary

In this episode, we cover:

- **Temporal Taskification in Streaming Continual Learning: A Source of Evaluation Instability** (arXiv)

- [Read more](http://arxiv.org/abs/2604.21930v1)

- **WebGen-R1: Incentivizing Large Language Models to Generate Functional and Aesthetic Websites with Reinforcement Learning** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2604.20398)

- **Hybrid Policy Distillation for LLMs** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2604.20244)

- **PersonalAI: A Systematic Comparison of Knowledge Graph Storage and Retrieval Approaches for Personalized LLM agents** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2506.17001)

- **When Prompts Override Vision: Prompt-Induced Hallucinations in LVLMs** (arXiv)

- [Read more](http://arxiv.org/abs/2604.21911v1)

---

*Sponsored by LimitLess AI*

## Episode Summary

In this episode, we cover:

- **Coevolving Representations in Joint Image-Feature Diffusion** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2604.17492)

- **Trust but Verify: Introducing DAVinCI -- A Framework for Dual Attribution and Verification in Claim Inference for Language Models** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2604.21193)

- **3D-VCD: Hallucination Mitigation in 3D-LLM Embodied Agents through Visual Contrastive Decoding** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2604.08645)

- **Nemobot Games: Crafting Strategic AI Gaming Agents for Interactive Learning with Large Language Models** (arXiv)

- [Read more](http://arxiv.org/abs/2604.21896v1)

- **Co-Evolving LLM Decision and Skill Bank Agents for Long-Horizon Tasks** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2604.20987)

---

*Sponsored by LimitLess AI*

## Episode Summary

In this episode, we cover:

- **Seeing Fast and Slow: Learning the Flow of Time in Videos** (arXiv)

- [Read more](http://arxiv.org/abs/2604.21931v1)

- **LLaTiSA: Towards Difficulty-Stratified Time Series Reasoning from Visual Perception to Semantics** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2604.17295)

- **Encoder-Free Human Motion Understanding via Structured Motion Descriptions** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2604.21668)

- **MathDuels: Evaluating LLMs as Problem Posers and Solvers** (arXiv)

- [Read more](http://arxiv.org/abs/2604.21916v1)

- **From Research Question to Scientific Workflow: Leveraging Agentic AI for Science Automation** (arXiv)

- [Read more](http://arxiv.org/abs/2604.21910v1)

---

*Sponsored by LimitLess AI*

## Episode Summary

In this episode, we cover:

- **Expert Upcycling: Shifting the Compute-Efficient Frontier of Mixture-of-Experts** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2604.19835)

- **Benign Fine-Tuning Breaks Safety Alignment in Audio LLMs** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2604.16659)

- **DeVI: Physics-based Dexterous Human-Object Interaction via Synthetic Video Imitation** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2604.20841)

- **Abstain-R1: Calibrated Abstention and Post-Refusal Clarification via Verifiable RL** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2604.17073)

- **COMPASS: COntinual Multilingual PEFT with Adaptive Semantic Sampling** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2604.20720)

---

*Sponsored by LimitLess AI*

## Episode Summary

In this episode, we cover:

- **Mind's Eye: A Benchmark of Visual Abstraction, Transformation and Composition for Multimodal LLMs** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2604.16054)

- **What Makes an LLM a Good Optimizer? A Trajectory Analysis of LLM-Guided Evolutionary Search** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2604.19440)

- **RDP LoRA: Geometry-Driven Identification for Parameter-Efficient Adaptation in Large Language Models** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2604.19321)

- **Epistemic orientation in parliamentary discourse is associated with deliberative democracy** (arXiv)

- [Read more](http://arxiv.org/abs/2604.19699v1)

- **Mitigating Multimodal Hallucination via Phase-wise Self-reward** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2604.17982)

---

*Sponsored by LimitLess AI*

## Episode Summary

In this episode, we cover:

- **MathNet: a Global Multimodal Benchmark for Mathematical Reasoning and Retrieval** (arXiv)

- [Read more](http://arxiv.org/abs/2604.18584v1)

- **MARCO: Navigating the Unseen Space of Semantic Correspondence** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2604.18267)

- **Agentic Forecasting using Sequential Bayesian Updating of Linguistic Beliefs** (arXiv)

- [Read more](http://arxiv.org/abs/2604.18576v1)

- **On the Robustness of LLM-Based Dense Retrievers: A Systematic Analysis of Generalizability and Stability** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2604.16576)

- **When Can LLMs Learn to Reason with Weak Supervision?** (arXiv)

- [Read more](http://arxiv.org/abs/2604.18574v1)

---

*Sponsored by LimitLess AI*

## Episode Summary

In this episode, we cover:

- **Maximal Brain Damage Without Data or Optimization: Disrupting Neural Networks via Sign-Bit Flips** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2502.07408)

- **The Amazing Agent Race: Strong Tool Users, Weak Navigators** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2604.10261)

- **Evaluating the Progression of Large Language Model Capabilities for Small-Molecule Drug Design** (arXiv)

- [Read more](http://arxiv.org/abs/2604.16279v1)

- **Where Do Vision-Language Models Fail? World Scale Analysis for Image Geolocalization** (arXiv)

- [Read more](http://arxiv.org/abs/2604.16248v1)

- **Elucidating the SNR-t Bias of Diffusion Probabilistic Models** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2604.16044)

---

*Sponsored by LimitLess AI*