Unzip

## Episode Summary

In this episode, we cover:

- **AutoMem: Automated Learning of Memory as a Cognitive Skill** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2607.01224)

- **Online Safety Monitoring for LLMs** (arXiv)

- [Read more](http://arxiv.org/abs/2607.02510v1)

- **When Search Agents Should Ask: DiscoBench for Clarification-Aware Deep Search** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2606.27669)

- **PointDiT: Pixel-Space Diffusion for Monocular Geometry Estimation** (arXiv)

- [Read more](http://arxiv.org/abs/2607.02515v1)

- **Reasoning LLM Improves Speaker Recognition in Long-form TV Dramas** (arXiv)

- [Read more](http://arxiv.org/abs/2607.02504v1)

---

*Sponsored by LimitLess AI*

## Episode Summary

In this episode, we cover:

- **EvoPolicyGym: Evaluating Autonomous Policy Evolution in Interactive Environments** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2607.02440)

- **LACUNA: A Testbed for Evaluating Localization Precision for LLM Unlearning** (arXiv)

- [Read more](http://arxiv.org/abs/2607.02513v1)

- **Parameter-Efficient Quantum-Inspired Fast Weight Programmers for Traffic-Matrix Forecasting** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2606.27821)

- **DuoMem: Towards Capable On-Device Memory Agents via Dual-Space Distillation** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2606.29961)

- **Breaking Failure Cascades: Step-Aware Reinforcement Learning for Medical Multimodal Reasoning** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2606.31825)

---

*Sponsored by LimitLess AI*

## Episode Summary

In this episode, we cover:

- **Theoria: Rewrite-Acceptability Verification over Informal Reasoning States** (arXiv)

- [Read more](http://arxiv.org/abs/2607.01223v1)

- **Are Performance-Optimization Benchmarks Reliably Measuring Coding Agents?** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2607.01211)

- **PerceptionRubrics: Calibrating Multimodal Evaluation to Human Perception** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2606.28322)

- **HealthAgentBench: A Unified Benchmark Suite of Realistic Agentic Healthcare Environments for Challenging Frontier AI Agents** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2606.31179)

- **SciIR: A Large-scale Training Dataset and Benchmark for Scientific Image Reasoning Generation** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2606.30124)

---

*Sponsored by LimitLess AI*

## Episode Summary

In this episode, we cover:

- **Hierarchical Experimentalist Agents** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2606.29315)

- **SkillHone: A Harness for Continual Agent Skill Evolution Through Persistent Decision History** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2606.08671)

- **TRIAGE: Role-Typed Credit Assignment for Agentic Reinforcement Learning** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2606.32017)

- **SpheRoPE: Zero-Shot Optimization-Free 360 Panorama Generation with Spherical RoPE** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2606.32033)

- **Does VLA Even Know the Basics? Measuring Commonsense and World Knowledge Retention in Vision-Language-Action Models** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2606.19297)

---

*Sponsored by LimitLess AI*

## Episode Summary

In this episode, we cover:

- **Beyond IID: How General Are Tabular Foundation Models, Really?** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2606.30410)

- **Self-Evolving World Models for LLM Agent Planning** (arXiv)

- [Read more](http://arxiv.org/abs/2606.30639v1)

- **RocketSmith: Agentic Additive Manufacturing of High-Powered Rockets** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2606.00097)

- **SWE-Together: Evaluating Coding Agents in Interactive User Sessions** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2606.29957)

- **One-Step Gradient Delay is Not a Barrier for Large-Scale Asynchronous Pipeline Parallel LLM Pretraining** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2606.30634)

---

*Sponsored by LimitLess AI*

## Episode Summary

In this episode, we cover:

- **PerceptionRubrics: Calibrating Multimodal Evaluation to Human Perception** (arXiv)

- [Read more](http://arxiv.org/abs/2606.28322v1)

- **Agent-Native Immune System: Architecture, Taxonomy, and Engineering** (arXiv)

- [Read more](http://arxiv.org/abs/2606.28270v1)

- **RSICCLLM: A Multimodal Large Language Model for Remote Sensing Image Change Captioning** (arXiv)

- [Read more](http://arxiv.org/abs/2606.28266v1)

- **The Tatoxa System for Text Detoxification in Low-Resource Languages: The Case of Tatar** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2606.26015)

- **How Much Static Structure Do Code Agents Need? A Study of Deterministic Anchoring** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2606.26979)

---

*Sponsored by LimitLess AI*

## Episode Summary

In this episode, we cover:

- **When Does Combining Language Models Help? A Co-Failure Ceiling on Routing, Voting, and Mixture-of-Agents Across 67 Frontier Models** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2606.27288)

- **LISA: Likelihood Score Alignment for Visual-condition Controllable Generation** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2606.27192)

- **Neglected Free Lunch from Post-training: Progress Advantage for LLM Agents** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2606.26080)

- **How Post-Training Shapes Biological Reasoning Models** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2606.16517)

- **Ask, Solve, Generate: Self-Evolving Unified Multimodal Understanding and Generation via Self-Consistency Rewards** (arXiv)

- [Read more](http://arxiv.org/abs/2606.27376v1)

---

*Sponsored by LimitLess AI*

## Episode Summary

In this episode, we cover:

- **Paying More Attention to Visual Tokens in Self-Evolving Large Multimodal Models** (arXiv)

- [Read more](http://arxiv.org/abs/2606.27373v1)

- **CoffeeBench: Benchmarking Long-Horizon LLM Agents in Heterogeneous Multi-Agent Economies** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2606.16613)

- **PhysiFormer: Learning to Simulate Mechanics in World Space** (arXiv)

- [Read more](http://arxiv.org/abs/2606.27364v1)

- **RayPE: Ray-Space Positional Encoding for 3D-Aware Video Generation** (arXiv)

- [Read more](http://arxiv.org/abs/2606.27345v1)

- **Empowering GUI Agents via Autonomous Experience Exploration and Hindsight Experience Utilization for Task Planning** (arXiv)

- [Read more](http://arxiv.org/abs/2606.27330v1)

---

*Sponsored by LimitLess AI*

## Episode Summary

In this episode, we cover:

- **GUI vs. CLI: Execution Bottlenecks in Screen-Only and Skill-Mediated Computer-Use Agents** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2606.24551)

- **Information-Aware KV Cache Compression for Long Reasoning** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2606.26875)

- **The Verification Horizon: No Silver Bullet for Coding Agent Rewards** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2606.26300)

- **JetSpec: Breaking the Scaling Ceiling of Speculative Decoding with Parallel Tree Drafting** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2606.18394)

- **Running the Gauntlet: Re-evaluating the Capabilities of Agents Beyond Familiar Environments** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2606.14397)

---

*Sponsored by LimitLess AI*

## Episode Summary

In this episode, we cover:

- **Constraint Tax in Open-Weight LLMs: An Empirical Study of Tool Calling Suppression Under Structured Output Constraints** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2606.25605)

- **Do Thinking Tokens Help with Safety?** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2606.25013)

- **ReNIO: Reweighting Negative Trajectory Importance for LLM On-Policy Distillation** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2606.23104)

- **ShutterMuse: Capture-Time Photography Guidance with MLLMs** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2606.25763)

- **Same Evidence, Different Answer: Auditing Order Sensitivity in Multimodal Large Language Models** (arXiv)

- [Read more](http://arxiv.org/abs/2606.26079v1)

---

*Sponsored by LimitLess AI*