AI Breakdown od agibreakdown
agibreakdown
The podcast where we use AI to breakdown the recent AI papers and provide simplified explanations of intricate AI topics for educational purposes. The content presented here is generated automatically by utilizing LLM and text to speech technologies. While every effort is made to ensure accuracy, any potential misrepresentations or inaccuracies are unintentional due to evolving technology. We value your feedback to enhance our podcast and provide you with the best possible learning experience.
Kategorije: Obrazovanje
Slušaj posljednju epizodu:
In this episode, we discuss Hymba: A Hybrid-head Architecture for Small Language Models by Xin Dong, Yonggan Fu, Shizhe Diao, Wonmin Byeon, Zijia Chen, Ameya Sunil Mahabaleshwarkar, Shih-Yang Liu, Matthijs Van Keirsbilck, Min-Hung Chen, Yoshi Suhara, Yingyan Lin, Jan Kautz, Pavlo Molchanov. The paper introduces Hymba, a new family of small language models that combines transformer attention mechanisms with state space models for enhanced efficiency and performance. It employs a hybrid approach using attention heads and SSM heads for detailed recall and context summarization, along with optimizations like learnable meta tokens, cross-layer KV sharing, and partial sliding window attention to reduce cache size. Experiments show that Hymba-1.5B-Base outperforms other models under 2B parameters, with improvements in accuracy, cache size, and throughput.
Prethodne epizode
-
577 - Arxiv Paper - Hymba: A Hybrid-head Architecture for Small Language ModelsFri, 22 Nov 2024 - 0h
-
576 - Arxiv Paper - Covert Malicious Finetuning: Challenges in Safeguarding LLM AdaptationThu, 21 Nov 2024 - 0h
-
575 - Arxiv Paper - Video Instruction Tuning With Synthetic DataTue, 19 Nov 2024 - 0h
-
574 - Arxiv Paper - Generative Agent Simulations of 1,000 PeopleTue, 19 Nov 2024 - 0h
-
573 - NeurIPS 2024 - Moving Off-the-Grid: Scene-Grounded Video RepresentationsFri, 15 Nov 2024 - 0h
-
572 - Arxiv Paper - Qwen2-VL: Enhancing Vision-Language Model’s Perception of the World at Any ResolutionThu, 14 Nov 2024 - 0h
-
571 - Arxiv Paper - FasterCache: Training-Free Video Diffusion Model Acceleration with High QualityTue, 12 Nov 2024 - 0h
-
570 - Arxiv Paper - Relaxed Recursive Transformers: Effective Parameter Sharing with Layer-wise LoRAMon, 11 Nov 2024 - 0h
-
569 - Arxiv Paper - Long Context RAG Performance of Large Language ModelsFri, 08 Nov 2024 - 0h
-
568 - Arxiv Paper - NVLM: Open Frontier-Class Multimodal LLMsMon, 04 Nov 2024 - 0h
-
567 - Arxiv Paper - ColPali: Efficient Document Retrieval with Vision Language ModelsFri, 01 Nov 2024 - 0h
-
566 - Arxiv Paper - Molmo and PixMo: Open Weights and Open Data for State-of-the-Art Multimodal ModelsThu, 31 Oct 2024 - 0h
-
565 - Arxiv Paper - Scaling Smart: Accelerating Large Language Model Pre-training with Small Model InitializationWed, 30 Oct 2024 - 0h
-
564 - Arxiv Paper - Unbounded: A Generative Infinite Game of Character Life SimulationTue, 29 Oct 2024 - 0h
-
563 - Arxiv Paper - Reverse Question Answering: Can an LLM Write a Question so Hard (or Bad) that it Can’t Answer?Mon, 28 Oct 2024 - 0h
-
562 - Arxiv Paper - LongVU: Spatiotemporal Adaptive Compression for Long Video-Language UnderstandingThu, 24 Oct 2024 - 0h
-
561 - Arxiv Paper - When Does Perceptual Alignment Benefit Vision Representations?Wed, 23 Oct 2024 - 0h
-
560 - Arxiv paper - SceneCraft: Layout-Guided 3D Scene GenerationTue, 22 Oct 2024 - 0h
-
559 - arxiv preprint - A Tale of Tails: Model Collapse as a Change of Scaling LawsFri, 18 Oct 2024 - 0h
-
558 - arxiv preprint - Thinking LLMs: General Instruction Following with Thought GenerationThu, 17 Oct 2024 - 0h
-
557 - arxiv preprint - Representation Alignment for Generation: Training Diffusion Transformers Is Easier Than You ThinkWed, 16 Oct 2024 - 0h
-
556 - arxiv preprint - F5-TTS: A Fairytaler that Fakes Fluent and Faithful Speech with Flow MatchingMon, 14 Oct 2024 - 0h
-
555 - arxiv preprint - One Initialization to Rule them All: Fine-tuning via Explained Variance AdaptationFri, 11 Oct 2024 - 0h
-
554 - arxiv preprint - Eliminating Oversaturation and Artifacts of High Guidance Scales in Diffusion ModelsThu, 10 Oct 2024 - 0h
-
553 - arxiv preprint - NEPTUNE: THE LONG ORBIT TO BENCHMARKING LONG VIDEO UNDERSTANDINGMon, 07 Oct 2024 - 0h
-
552 - arxiv preprint - SHIC: Shape-Image Correspondences with no Keypoint SupervisionFri, 04 Oct 2024 - 0h
-
551 - arxiv preprint - E.T. Bench: Towards Open-Ended Event-Level Video-Language UnderstandingWed, 02 Oct 2024 - 0h
-
550 - arxiv preprint - LLaVA-3D: A Simple yet Effective Pathway to Empowering LMMs with 3D-awarenessMon, 30 Sep 2024 - 0h
-
549 - arxiv preprint - DepthCrafter: Generating Consistent Long Depth Sequences for Open-world VideosFri, 27 Sep 2024 - 0h
-
548 - arxiv preprint - Programming Every Example: Lifting Pre-training Data Quality like Experts at ScaleThu, 26 Sep 2024 - 0h
-
547 - arxiv preprint - Phantom of Latent for Large Language and Vision ModelsTue, 24 Sep 2024 - 0h
-
546 - arxiv preprint - Fine-Tuning Image-Conditional Diffusion Models is Easier than You ThinkFri, 20 Sep 2024 - 0h
-
545 - arxiv preprint - On the Diagram of ThoughtThu, 19 Sep 2024 - 0h
-
544 - arxiv preprint - Source2Synth: Synthetic Data Generation and Curation Grounded in Real Data SourcesTue, 17 Sep 2024 - 0h
-
543 - arxiv preprint - SongCreator: Lyrics-based Universal Song GenerationThu, 12 Sep 2024 - 0h
-
542 - arxiv preprint - Achieving Human Level Competitive Robot Table TennisWed, 11 Sep 2024 - 0h
-
541 - arxiv preprint - Sapiens: Foundation for Human Vision ModelsMon, 09 Sep 2024 - 0h
-
540 - arxiv preprint - Re-Reading Improves Reasoning in Large Language ModelsFri, 06 Sep 2024 - 0h
-
539 - arxiv preprint - SPIRE: Semantic Prompt-Driven Image RestorationTue, 03 Sep 2024 - 0h
-
538 - arxiv preprint - Automated Design of Agentic SystemsFri, 30 Aug 2024 - 0h
-
537 - arxiv preprint - Transfusion: Predict the Next Token and Diffuse Images with One Multi-Modal ModelWed, 28 Aug 2024 - 0h
-
536 - arxiv preprint - To Code, or Not To Code? Exploring Impact of Code in Pre-trainingMon, 26 Aug 2024 - 0h
-
535 - arxiv preprint - Segment Anything with Multiple ModalitiesFri, 23 Aug 2024 - 0h
-
534 - arxiv preprint - JPEG-LM: LLMs as Image Generators with Canonical Codec RepresentationsTue, 20 Aug 2024 - 0h
-
533 - arxiv preprint - Mission: Impossible Language ModelsMon, 19 Aug 2024 - 0h
-
532 - arxiv preprint - Learning Task Decomposition to Assist Humans in Competitive ProgrammingFri, 16 Aug 2024 - 0h
-
531 - arxiv preprint - IPAdapter-Instruct: Resolving Ambiguity in Image-based Conditioning using Instruct PromptsTue, 13 Aug 2024 - 0h
-
530 - arxiv preprint - Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model ParametersSat, 10 Aug 2024 - 0h
-
529 - arxiv preprint - Language Model Can Listen While SpeakingThu, 08 Aug 2024 - 0h
-
528 - arxiv preprint - Improving Text Embeddings for Smaller Language Models Using Contrastive Fine-tuningWed, 07 Aug 2024 - 0h
