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## Episode Summary In this episode, we cover: - **Revisiting On-Policy Distillation: Empirical Failure Modes and Simple Fixes** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2603.25562) - **VFIG: Vectorizing Complex Figures in SVG with Vision-Language Models** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2603.24575) - **S2D2: Fast Decoding for Diffusion LLMs...

## Episode Summary In this episode, we cover: - **AVControl: Efficient Framework for Training Audio-Visual Controls** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2603.24793) - **PMT: Plain Mask Transformer for Image and Video Segmentation with Frozen Vision Encoders** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2603.25398) - **IQuest-Coder-V1 Technical Rep...

## Episode Summary In this episode, we cover: - **Reaching Beyond the Mode: RL for Distributional Reasoning in Language Models** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2603.24844) - **Calibri: Enhancing Diffusion Transformers via Parameter-Efficient Calibration** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2603.24800) - **Can MLLMs Read Students' Mind...

## Episode Summary In this episode, we cover: - **EVA: Efficient Reinforcement Learning for End-to-End Video Agent** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2603.22918) - **6Bit-Diffusion: Inference-Time Mixed-Precision Quantization for Video Diffusion Models** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2603.18742) - **PLDR-LLMs Reason At Self-Organiz...

## Episode Summary In this episode, we cover: - **Abstraction as a Memory-Efficient Inductive Bias for Continual Learning** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2603.17198) - **AgentRVOS: Reasoning over Object Tracks for Zero-Shot Referring Video Object Segmentation** (arXiv) - [Read more](http://arxiv.org/abs/2603.23489v1) - **UniFunc3D: Unified Active Spatial-Temporal...

## Episode Summary In this episode, we cover: - **Repurposing Geometric Foundation Models for Multi-view Diffusion** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2603.22275) - **BubbleRAG: Evidence-Driven Retrieval-Augmented Generation for Black-Box Knowledge Graphs** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2603.20309) - **FluidWorld: Reaction-Diffusion...

## Episode Summary In this episode, we cover: - **Measuring Faithfulness Depends on How You Measure: Classifier Sensitivity in LLM Chain-of-Thought Evaluation** (arXiv) - [Read more](http://arxiv.org/abs/2603.20172v1) - **Reasoning as Compression: Unifying Budget Forcing via the Conditional Information Bottleneck** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2603.08462) - **Br...

## Episode Summary In this episode, we cover: - **Mending the Holes: Mitigating Reward Hacking in Reinforcement Learning for Multilingual Translation** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2603.13045) - **NavTrust: Benchmarking Trustworthiness for Embodied Navigation** (arXiv) - [Read more](http://arxiv.org/abs/2603.19229v1) - **MOSS-TTS Technical Report** (Hugging Face...

## Episode Summary In this episode, we cover: - **Cubic Discrete Diffusion: Discrete Visual Generation on High-Dimensional Representation Tokens** (arXiv) - [Read more](http://arxiv.org/abs/2603.19232v1) - **Generation Models Know Space: Unleashing Implicit 3D Priors for Scene Understanding** (arXiv) - [Read more](http://arxiv.org/abs/2603.19235v1) - **DreamPartGen: Semantically Grounded Part-Leve...

## Episode Summary In this episode, we cover: - **Cognitive Mismatch in Multimodal Large Language Models for Discrete Symbol Understanding** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2603.18472) - **PARSA-Bench: A Comprehensive Persian Audio-Language Model Benchmark** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2603.14456) - **Tinted Frames: Question Fra...

## Episode Summary In this episode, we cover: - **GMT: Goal-Conditioned Multimodal Transformer for 6-DOF Object Trajectory Synthesis in 3D Scenes** (arXiv) - [Read more](http://arxiv.org/abs/2603.17993v1) - **BenchPreS: A Benchmark for Context-Aware Personalized Preference Selectivity of Persistent-Memory LLMs** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2603.16557) - **Fanar...

## Episode Summary In this episode, we cover: - **ECG-Reasoning-Benchmark: A Benchmark for Evaluating Clinical Reasoning Capabilities in ECG Interpretation** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2603.14326) - **ARISE: Agent Reasoning with Intrinsic Skill Evolution in Hierarchical Reinforcement Learning** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2...

## Episode Summary In this episode, we cover: - **POLCA: Stochastic Generative Optimization with LLM** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2603.14769) - **Towards Generalizable Robotic Manipulation in Dynamic Environments** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2603.15620) - **HorizonMath: Measuring AI Progress Toward Mathematical Discovery w...

## Episode Summary In this episode, we cover: - **VoXtream2: Full-stream TTS with dynamic speaking rate control** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2603.13518) - **VisionCoach: Reinforcing Grounded Video Reasoning via Visual-Perception Prompting** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2603.14659) - **Make it SING: Analyzing Semantic Invaria...

## Episode Summary In this episode, we cover: - **Autonomous Agents Coordinating Distributed Discovery Through Emergent Artifact Exchange** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2603.14312) - **Garments2Look: A Multi-Reference Dataset for High-Fidelity Outfit-Level Virtual Try-On with Clothing and Accessories** (Hugging Face Daily) - [Read more](https://huggingface.co/pa...

## Episode Summary In this episode, we cover: - **SciMDR: Benchmarking and Advancing Scientific Multimodal Document Reasoning** (arXiv) - [Read more](http://arxiv.org/abs/2603.12249v1) - **GRADE: Benchmarking Discipline-Informed Reasoning in Image Editing** (arXiv) - [Read more](http://arxiv.org/abs/2603.12264v1) - **CREATE: Testing LLMs for Associative Creativity** (Hugging Face Daily) - [Read mo...

## Episode Summary In this episode, we cover: - **COMIC: Agentic Sketch Comedy Generation** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2603.11048) - **StyleVLA: Driving Style-Aware Vision Language Action Model for Autonomous Driving** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2603.09482) - **In-Context Reinforcement Learning for Tool Use in Large Langua...

## Episode Summary In this episode, we cover: - **Do What I Say: A Spoken Prompt Dataset for Instruction-Following** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2603.09881) - **Thinking to Recall: How Reasoning Unlocks Parametric Knowledge in LLMs** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2603.09906) - **Test-Driven AI Agent Definition (TDAD): Compilin...

## Episode Summary In this episode, we cover: - **Variational Flow Maps: Make Some Noise for One-Step Conditional Generation** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2603.07276) - **Training-free Latent Inter-Frame Pruning with Attention Recovery** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2603.05811) - **Evaluating Financial Intelligence in Large L...

## Episode Summary In this episode, we cover: - **Censored LLMs as a Natural Testbed for Secret Knowledge Elicitation** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2603.05494) - **Omni-Diffusion: Unified Multimodal Understanding and Generation with Masked Discrete Diffusion** (arXiv) - [Read more](http://arxiv.org/abs/2603.06577v1) - **τ-Knowledge: Evaluating Conversational Ag...

## Episode Summary In this episode, we cover: - **SkillNet: Create, Evaluate, and Connect AI Skills** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2603.04448) - **POET-X: Memory-efficient LLM Training by Scaling Orthogonal Transformation** (arXiv) - [Read more](http://arxiv.org/abs/2603.05500v1) - **AgentVista: Evaluating Multimodal Agents in Ultra-Challenging Realistic Visual...

## Episode Summary In this episode, we cover: - **SageBwd: A Trainable Low-bit Attention** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2603.02170) - **Lightweight Visual Reasoning for Socially-Aware Robots** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2603.03942) - **Reasoning Theater: Disentangling Model Beliefs from Chain-of-Thought** (arXiv) - [Read mor...

## Episode Summary In this episode, we cover: - **MASQuant: Modality-Aware Smoothing Quantization for Multimodal Large Language Models** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2603.04800) - **DARE: Aligning LLM Agents with the R Statistical Ecosystem via Distribution-Aware Retrieval** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2603.04743) - **Truncat...

## Episode Summary In this episode, we cover: - **MUSE: A Run-Centric Platform for Multimodal Unified Safety Evaluation of Large Language Models** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2603.02482) - **Heterogeneous Agent Collaborative Reinforcement Learning** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2603.02604) - **MIBURI: Towards Expressive Inter...

## Episode Summary In this episode, we cover: - **ParEVO: Synthesizing Code for Irregular Data: High-Performance Parallelism through Agentic Evolution** (Hugging Face Daily) - [Read more](https://huggingface.co/papers/2603.02510) - **QEDBENCH: Quantifying the Alignment Gap in Automated Evaluation of University-Level Mathematical Proofs** (Hugging Face Daily) - [Read more](https://huggingface.co/pa...