Unzip

## Episode Summary

In this episode, we cover:

- **EgoX: Egocentric Cross-Embodiment Manipulation with Embodiment Dreaming** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2611.16728)

- **K2V: Generative Keyframing For Physically Plausible Video Generation** (arXiv)

- [Read more](http://arxiv.org/abs/2611.17324v1)

- **Learning the Task or Learning the Verifier? Rethinking Criteria Exposure in Embodied Self-Improvement** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2611.08318)

- **Back to Pixels: Lifting Latent Video Diffusion into Pixel Space** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2611.17336)

- **Who Remembers What? Multi-Granularity Memory Extraction for Multi-User, Multi-Agent Interaction** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2611.10439)

---

*Sponsored by Ada, Ago Consulting, and Zen Semiconductor*

## Episode Summary

In this episode, we cover:

- **A Cross-Scenario Survey and Analysis of Self-Evolving Multimodal Agents** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2611.14256)

- **Experience-Handoff Reinforcement Learning for Recursive Self-Improvement** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2611.16409)

- **DeepStress: Stress-Testing Deep Search Agents** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2607.13920)

- **JustRUA: A Controlled Study of GPT-6 Robot-Use Agents** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2611.16009)

- **Consensus Capture in Reference-Based UAV Video Stabilization: A Benchmark on Dynamic Urban Scenes** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2611.17190)

---

*Sponsored by Ada, Ago Consulting, and Zen Semiconductor*

## Episode Summary

In this episode, we cover:

- **Probing Transformer Representations Layer by Layer, Module by Module** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2611.11531)

- **PolyRoute: A Twelve-Language and Code-Mixed Benchmark for Typed-Decision Routing, with Baselines and a Leaderboard** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2611.13843)

- **Read Less, Solve More: Token-Efficient Sparse Reading of External Content for AI Agents** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2608.22237)

- **Interactive Visual Gym: Evaluating Visual Interaction Models with Simulated Users in Interactive Worlds** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2611.08286)

- **ScrapeBench: Evaluating Legal Compliance of AI Agents in Website Scraping** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2611.11306)

---

*Sponsored by Ada, Ago Consulting, and Zen Semiconductor*

## Episode Summary

In this episode, we cover:

- **Contrastive Discovery: Open-Ended Scientific Discovery over Competing Explanations** (arXiv)

- [Read more](http://arxiv.org/abs/2611.14514v1)

- **LEASH: Stay Safe in Agentic Robotics** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2611.14115)

- **Embodied First Exam** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2611.12177)

- **ReTrace: Distilling Tool-Using Agents into Planner-Free Workflows** (arXiv)

- [Read more](http://arxiv.org/abs/2611.14492v1)

- **Comparative Analysis of Agent Evaluation Frameworks: Stability, Detection, and Discovery in Enterprise Analytics Agents** (arXiv)

- [Read more](http://arxiv.org/abs/2611.14493v1)

---

*Sponsored by Ada, Ago Consulting, and Zen Semiconductor*

## Episode Summary

In this episode, we cover:

- **Infrathon: Benchmarking Language Agents for Real-World, Long-Horizon AI Infra Optimization** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2611.11995)

- **MotionGraphicsBench: Evaluating Motion Graphics Generation with Programmatic Verification** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2611.10592)

- **Beyond Modality Preference: Controlling Multimodal Arbitration under Modality Conflict in MLLMs** (arXiv)

- [Read more](http://arxiv.org/abs/2611.12883v1)

- **Mitigating Agentic Deception via Evaluation-Side Partially Observable Games** (arXiv)

- [Read more](http://arxiv.org/abs/2611.12835v1)

- **Reframe: Observation-Aligned Multi-Teacher On-Policy Distillation for Agentic Visual Reasoning** (arXiv)

- [Read more](http://arxiv.org/abs/2611.12886v1)

---

*Sponsored by Ada, Ago Consulting, and Zen Semiconductor*

## Episode Summary

In this episode, we cover:

- **Where to Connect? Boosting MLLMs via Dynamic Gated Pathways across ALL ViT and LLM Layers** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2611.06844)

- **Authorization Drift in LLM Agents: Evaluating Boundary Compliance in Multi-Step Tool Use** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2611.09113)

- **CPU-ARC: Agentic Reasoning Caching for on-CPU Reasoning Reuse** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2611.09891)

- **LowRAM: Low-Rank Keys and Amortised Values for Composable KV Cache Compression at Test-Time** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2611.07025)

- **Knowing When to Teach: Learning from Teachable Prefixes in Multilingual Reasoning Distillation** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2611.08179)

---

*Sponsored by Ada, Ago Consulting, and Zen Semiconductor*

## Episode Summary

In this episode, we cover:

- **Tools Need Not Speak in Text: Latent Context Compression for Agents** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2611.06500)

- **Decoupled Predictive Decision Making: A Shared Conditional Predictor for Agents** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2611.02075)

- **Signed but Steerable: Measuring and Closing the Text-Vector Integrity Gap in Offline Retrieval-Augmented Generation** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2611.06498)

- **Reducing Representational Interference in Retrieval Embeddings with Trainable Prefix Tokens** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2611.07298)

- **SwarmEvolve: Latent Agent Swarms for Evolutionary Discovery and Optimization** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2611.08483)

---

*Sponsored by Ada, Ago Consulting, and Zen Semiconductor*

## Episode Summary

In this episode, we cover:

- **SAE Interprets MoE: Sparse AutoEncoders Reveal That MoE Experts Exhibit Human-Interpretable Fine-Grained Specialization** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2611.08089)

- **Information Games: Strategic Crowding and Firm Repositioning in Language-Model Space** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2609.37820)

- **Muir: Linear Attention with Sensitivity-Allocated Gating and Matched-Filter Readout** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2611.08376)

- **SynthFaces: Balanced Large Scale Human Dataset** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2610.40119)

- **Terminal-style Mathematical Modeling Bench: The First Agentic and Verifiable Benchmark for Mathematical Modeling** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2611.08237)

---

*Sponsored by Ada, Ago Consulting, and Zen Semiconductor*

## Episode Summary

In this episode, we cover:

- **On the Opportunities and Challenges of Prefill-to-Autoregressive Cross-Model Transfer** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2611.06976)

- **OpenFrontiers: A Collection of Open Research Problems and a Benchmark for Scientific Rediscovery** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2610.37739)

- **StepX-OPD: Rethinking Multi-Teacher On-Policy Distillation in Diffusion Models** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2611.04386)

- **Towards Real-Time Full-Waveform LiDAR Transformers via Intensity-Guided Token Reduction and Physics-Aware Augmentation** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2611.07613)

- **Hard Sample-Conditioned Decorrelated Attention for Robust Face Recognition** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2610.41789)

---

*Sponsored by Ada, Ago Consulting, and Zen Semiconductor*

## Episode Summary

In this episode, we cover:

- **Ask, Don't Equip: Question-Driven Coding Agents for Deep Kernel Optimization** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2611.03517)

- **Why Pay for Long Reasoning When Rewrite Do Trick? Causal Effects of Reasoning History Compaction on Future Generation and Agent Cost** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2611.03852)

- **Halley: A Predictive Control Plane for Optical AI Data Center Networks** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2611.04408)

- **LiveFoley: Dynamic Real-Time Video-to-Audio Generation for Immersive Interactive Worlds** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2611.05988)

- **NitroFusion2: Bringing Adversarial Loss to the Text Stream of Multimodal Diffusion Transformers** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2611.05648)

---

*Sponsored by Ada, Ago Consulting, and Zen Semiconductor*