## 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*

## Episode Summary

In this episode, we cover:

- **Boosting Visual Instruction Tuning with Self-Supervised Guidance** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2604.12966)

- **Think in Latent Thoughts: A New Paradigm for Gloss-Free Sign Language Translation** (arXiv)

- [Read more](http://arxiv.org/abs/2604.15301v1)

- **SuperLocalMemory V3.3: The Living Brain -- Biologically-Inspired Forgetting, Cognitive Quantization, and Multi-Channel Retrieval for Zero-LLM Agent Memory Systems** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2604.04514)

- **Generalization in LLM Problem Solving: The Case of the Shortest Path** (arXiv)

- [Read more](http://arxiv.org/abs/2604.15306v1)

- **Diagnosing LLM Judge Reliability: Conformal Prediction Sets and Transitivity Violations** (arXiv)

- [Read more](http://arxiv.org/abs/2604.15302v1)

---

*Sponsored by LimitLess AI*

## Episode Summary

In this episode, we cover:

- **Three-Phase Transformer** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2604.14430)

- **Beyond Prompts: Unconditional 3D Inversion for Out-of-Distribution Shapes** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2604.14914)

- **TRACER: Trace-Based Adaptive Cost-Efficient Routing for LLM Classification** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2604.14531)

- **Reinforcement Learning via Value Gradient Flow** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2604.14265)

- **Switch-KD: Visual-Switch Knowledge Distillation for Vision-Language Models** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2604.14629)

---

*Sponsored by LimitLess AI*

## Episode Summary

In this episode, we cover:

- **MM-WebAgent: A Hierarchical Multimodal Web Agent for Webpage Generation** (arXiv)

- [Read more](http://arxiv.org/abs/2604.15309v1)

- **RadAgent: A tool-using AI agent for stepwise interpretation of chest computed tomography** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2604.15231)

- **R3D: Revisiting 3D Policy Learning** (arXiv)

- [Read more](http://arxiv.org/abs/2604.15281v1)

- **RAD-2: Scaling Reinforcement Learning in a Generator-Discriminator Framework** (arXiv)

- [Read more](http://arxiv.org/abs/2604.15308v1)

- **Towards Autonomous Mechanistic Reasoning in Virtual Cells** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2604.11661)

---

*Sponsored by LimitLess AI*

## Episode Summary

In this episode, we cover:

- **VLMs Need Words: Vision Language Models Ignore Visual Detail In Favor of Semantic Anchors** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2604.02486)

- **Xpertbench: Expert Level Tasks with Rubrics-Based Evaluation** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2604.02368)

- **AgentSocialBench: Evaluating Privacy Risks in Human-Centered Agentic Social Networks** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2604.01487)

- **AgentHazard: A Benchmark for Evaluating Harmful Behavior in Computer-Use Agents** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2604.02947)

- **Agentic-MME: What Agentic Capability Really Brings to Multimodal Intelligence?** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2604.03016)

---

*Sponsored by LimitLess AI*