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Arxiv Papers

Running out of time to catch up with new arXiv papers? We take the most impactful papers and present them as convenient podcasts. If you're a visual learner, we offer these papers in an engaging video format. Our service fills the gap between overly brief paper summaries and time-consuming full paper reads. You gain academic insights in a time-efficient, digestible format. Code behind this work: https://github.com/imelnyk/ArxivPapers

[QA] Cascade: Token-Sharded Private LLM Inference

7 mins; July 08, 2025

Cascade: Token-Sharded Private LLM Inference

35 mins; July 08, 2025

[QA] Real-TabPFN: Improving Tabular Foundation Models via Continued Pre-training With Real-World Data

7 mins; July 08, 2025

Real-TabPFN: Improving Tabular Foundation Models via Continued Pre-training With Real-World Data

10 mins; July 08, 2025

[QA] Strategic Intelligence in Large Language Models Evidence from evolutionary Game Theory.

7 mins; July 07, 2025

Strategic Intelligence in Large Language Models Evidence from evolutionary Game Theory.

34 mins; July 07, 2025

[QA] Fast and Simplex: 2-Simplicial Attention in Triton

7 mins; July 07, 2025

Fast and Simplex: 2-Simplicial Attention in Triton

17 mins; July 07, 2025

[QA] Does Math Reasoning Improve General LLM Capabilities? Understanding Transferability of LLM Reasoning

7 mins; July 01, 2025

Does Math Reasoning Improve General LLM Capabilities? Understanding Transferability of LLM Reasoning

15 mins; July 01, 2025

[QA] DABstep: Data Agent Benchmark for Multi-step Reasoning

7 mins; July 01, 2025

DABstep: Data Agent Benchmark for Multi-step Reasoning

16 mins; July 01, 2025

[QA] Aha Moment Revisited: Are VLMs Truly Capable of Self Verification in Inference-time Scaling?

8 mins; June 30, 2025

Aha Moment Revisited: Are VLMs Truly Capable of Self Verification in Inference-time Scaling?

16 mins; June 30, 2025

[QA] LLaVA-Scissor: Token Compression with Semantic Connected Components for Video LLMs

8 mins; June 29, 2025

LLaVA-Scissor: Token Compression with Semantic Connected Components for Video LLMs

14 mins; June 29, 2025

[QA] Performance Prediction for Large Systems via Text-to-Text Regression

8 mins; June 29, 2025

Performance Prediction for Large Systems via Text-to-Text Regression

20 mins; June 29, 2025

[QA] From Memories to Maps: Mechanisms of In-Context Reinforcement Learning in Transformers

7 mins; June 29, 2025

From Memories to Maps: Mechanisms of In-Context Reinforcement Learning in Transformers

20 mins; June 29, 2025

[QA] OmniGen2: Exploration to Advanced Multimodal Generation

7 mins; June 29, 2025

OmniGen2: Exploration to Advanced Multimodal Generation

32 mins; June 29, 2025

[QA] OctoThinker: Mid-training Incentivizes Reinforcement Learning Scaling

7 mins; June 27, 2025

OctoThinker: Mid-training Incentivizes Reinforcement Learning Scaling

25 mins; June 27, 2025

[QA] Potemkin Understanding in Large Language Models

8 mins; June 27, 2025

Potemkin Understanding in Large Language Models

17 mins; June 27, 2025

[QA] Where to find Grokking in LLM Pretraining? Monitor Memorization-to-Generalization without Test

7 mins; June 26, 2025

Where to find Grokking in LLM Pretraining? Monitor Memorization-to-Generalization without Test

18 mins; June 26, 2025

[QA] MMSearch-R1: Incentivizing LMMs to Search

8 mins; June 26, 2025

MMSearch-R1: Incentivizing LMMs to Search

18 mins; June 26, 2025

[QA] Thought Anchors: Which LLM Reasoning Steps Matter?

7 mins; June 25, 2025

Thought Anchors: Which LLM Reasoning Steps Matter?

15 mins; June 25, 2025

[QA] Scaling Speculative Decoding with LOOKAHEAD REASONING

8 mins; June 25, 2025

Scaling Speculative Decoding with LOOKAHEAD REASONING

22 mins; June 25, 2025

[QA] Vision as a Dialect: Unifying Visual Understanding and Generation via Text-Aligned Representations

7 mins; June 23, 2025

Vision as a Dialect: Unifying Visual Understanding and Generation via Text-Aligned Representations

16 mins; June 23, 2025

[QA] Watermarking Autoregressive Image Generation

7 mins; June 22, 2025

Watermarking Autoregressive Image Generation

27 mins; June 22, 2025

[QA] Drag-and-Drop LLMs: Zero-Shot Prompt-to-Weights

6 mins; June 22, 2025

Drag-and-Drop LLMs: Zero-Shot Prompt-to-Weights

11 mins; June 22, 2025

[QA] Flat Channels to Infinity in Neural Loss Landscapes

7 mins; June 21, 2025

Flat Channels to Infinity in Neural Loss Landscapes

15 mins; June 21, 2025

[QA] Approximating Language Model Training Data from Weights

7 mins; June 21, 2025

Approximating Language Model Training Data from Weights

21 mins; June 21, 2025

[QA] GenRecal: Generation after Recalibration from Large to Small Vision-Language Models

7 mins; June 19, 2025

GenRecal: Generation after Recalibration from Large to Small Vision-Language Models

17 mins; June 19, 2025

[QA] ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning in LLMs

8 mins; June 19, 2025

ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning in LLMs

12 mins; June 19, 2025

[QA] Sampling from Your Language Model One Byte at a Time

7 mins; June 17, 2025

Sampling from Your Language Model One Byte at a Time

13 mins; June 17, 2025

[QA] Don't throw the baby out with the bathwater: How and why deep learning for ARC

7 mins; June 17, 2025

Don't throw the baby out with the bathwater: How and why deep learning for ARC

32 mins; June 17, 2025

[QA] What Happens During the Loss Plateau? Understanding Abrupt Learning in Transformers

7 mins; June 16, 2025

What Happens During the Loss Plateau? Understanding Abrupt Learning in Transformers

19 mins; June 16, 2025

[QA] MiniMax-M1: Scaling Test-Time Compute Efficiently with Lightning Attention

8 mins; June 16, 2025

MiniMax-M1: Scaling Test-Time Compute Efficiently with Lightning Attention

25 mins; June 16, 2025

[QA] Aligned Novel View Image and Geometry Synthesis via Cross-modal Attention Instillation

8 mins; June 16, 2025

Aligned Novel View Image and Geometry Synthesis via Cross-modal Attention Instillation

16 mins; June 16, 2025

[QA] TreeRL: LLM Reinforcement Learning with On-Policy Tree Search

7 mins; June 16, 2025

TreeRL: LLM Reinforcement Learning with On-Policy Tree Search

19 mins; June 16, 2025

[QA] Solving Inequality Proofs with Large Language Models

8 mins; June 13, 2025

Solving Inequality Proofs with Large Language Models

23 mins; June 13, 2025

[QA] Reinforcement Learning Teachers of Test Time Scaling

7 mins; June 13, 2025

Reinforcement Learning Teachers of Test Time Scaling

22 mins; June 13, 2025

[QA] Generalization or Hallucination? Understanding Out-of-Context Reasoning in Transformers

7 mins; June 12, 2025

Generalization or Hallucination? Understanding Out-of-Context Reasoning in Transformers

18 mins; June 12, 2025

[QA] Spurious Rewards: Rethinking Training Signals in RLVR

7 mins; June 12, 2025

Spurious Rewards: Rethinking Training Signals in RLVR

30 mins; June 12, 2025

[QA] Multiverse: Your Language Models Secretly Decide How to Parallelize and Merge Generation

8 mins; June 11, 2025

Multiverse: Your Language Models Secretly Decide How to Parallelize and Merge Generation

24 mins; June 11, 2025

[QA] Reinforcement Pre-Training

7 mins; June 11, 2025

Reinforcement Pre-Training

11 mins; June 11, 2025

[QA] Corrector Sampling in Language Models

7 mins; June 08, 2025

Corrector Sampling in Language Models

19 mins; June 08, 2025

[QA] Distillation Robustifies Unlearning

7 mins; June 08, 2025

Distillation Robustifies Unlearning

14 mins; June 08, 2025

[QA] Log-Linear Attention

7 mins; June 07, 2025

Log-Linear Attention

21 mins; June 07, 2025

[QA] Rewarding the Unlikely: Lifting GRPO Beyond Distribution Sharpening

7 mins; June 07, 2025

Rewarding the Unlikely: Lifting GRPO Beyond Distribution Sharpening

16 mins; June 07, 2025

[QA] Self-Challenging Language Model Agents

7 mins; June 07, 2025

Self-Challenging Language Model Agents

22 mins; June 07, 2025

[QA] Why Gradients Rapidly Increase Near the End of Training

7 mins; June 07, 2025

Why Gradients Rapidly Increase Near the End of Training

11 mins; June 07, 2025

[QA] GEM: Empowering LLM for both Embedding Generation and Language Understanding

7 mins; June 05, 2025

GEM: Empowering LLM for both Embedding Generation and Language Understanding

20 mins; June 05, 2025

[QA] HYPERSTEER: Activation Steering at Scale with Hypernetworks

7 mins; June 04, 2025

HYPERSTEER: Activation Steering at Scale with Hypernetworks

9 mins; June 04, 2025

[QA] Data Recipes for Reasoning Models

8 mins; June 04, 2025

Data Recipes for Reasoning Models

18 mins; June 04, 2025

[QA] Accelerating Diffusion LLMs via Adaptive Parallel Decoding

8 mins; June 04, 2025

Accelerating Diffusion LLMs via Adaptive Parallel Decoding

21 mins; June 04, 2025

[QA] Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning

7 mins; June 04, 2025

Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning

16 mins; June 04, 2025

[QA] Esoteric Language Models

8 mins; June 03, 2025

Esoteric Language Models

34 mins; June 03, 2025

[QA] Beyond the 80/20 Rule: High-Entropy Minority Tokens Drive Effective Reinforcement Learning for LLM Reasoning

8 mins; June 03, 2025

Beyond the 80/20 Rule: High-Entropy Minority Tokens Drive Effective Reinforcement Learning for LLM Reasoning

23 mins; June 03, 2025

[QA] ALPHAONE: Reasoning Models Thinking Slow and Fast at Test Time

7 mins; June 02, 2025

ALPHAONE: Reasoning Models Thinking Slow and Fast at Test Time

17 mins; June 02, 2025

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