Idan Schwartz @idansc
Assistant Prof. BIU; Chief Scientist https://t.co/ecKXykKnYv; Postdoc TAU; PhD Technion; Interests: Deep Learning, Multi-modal idansc.github.io Tel Aviv, Israel Joined June 2009-
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Today we're releasing Claude Opus 4.1, an upgrade to Claude Opus 4 on agentic tasks, real-world coding, and reasoning.
Our open models are here. Both of them. openai.com/open-models
Excited to share our recent work on corrector sampling in language models! A new sampling method that mitigates error accumulation by iteratively revisiting tokens in a window of previously generated text. With: @shaulneta @urielsinger @lipmanya Link: arxiv.org/abs/2506.06215
Prof. @GalChechik & Dr. @idansc for organized and led the symposium on multimodal deep learning at @BarIlanU’s CS Dept; we explored multimodal deep learning – a fast-growing field pushing the limits of single-modality models.
1/6🚀 New #ACL2025Findings: We show you can predict if Chain-of-Thought (CoT) reasoning will succeed — before any tokens are generated! This works with LLMs not specifically trained for reasoning—meaning powerful signals emerge naturally in early processing.
📄🚨New! Attribution methods that assign relevance to tokens are key to extracting explanations from Transformers and LLMs. Yet, all existing approaches produce fragmented and unstructured heatmaps (see image)! Why does this happen? and how can we fix this chronic issue? See🧵1/5
🧵1/ Text-to-video models generate stunning visuals, but… motion? Not so much. You get extra limbs, objects popping in and out... In our new paper, we present FlowMo -- an inference-time method that reduces temporal artifacts without retraining or architectural changes. 👇
🔬 יום פתוח לתארים מתקדמים בבר-אילן! 📅 יום רביעי 2.4 | 15:00-18:00 | בניין ננוטכנולוגיה פגישות אישיות עם חוקרים מובילים ב-STEM, סיורים במעבדות חדשניות ומידע על מלגות. תואר שני עם תזה או דוקטורט - המפתח שלך לפריצות דרך משפיעות! להרשמה ופרטים >>
🔎Unlike methods like DreamBooth (which rely on MSE and fail with a single image), SISO leverages pre-trained similarity metrics (e.g., DINO-based) for better subject fidelity. [1/3]
I'm thrilled to announce that Through-The-Mask (TTM) has been accepted to #CVPR2025! TTM is an I2V generation framework that leverages mask-based motion trajectories to enhance object-specific motion and maintain consistency, especially in multi-object scenarios More details👇
I'm thrilled to announce that Through-The-Mask (TTM) has been accepted to #CVPR2025! TTM is an I2V generation framework that leverages mask-based motion trajectories to enhance object-specific motion and maintain consistency, especially in multi-object scenarios More details👇
VideoJAM is our new framework for improved motion generation from @AIatMeta We show that video generators struggle with motion because the training objective favors appearance over dynamics. VideoJAM directly adresses this **without any extra data or scaling** 👇🧵
Excited to share our new EMNLP paper! 📄 We uncover that different LLM layers naturally play distinct roles in multitask learning pipelines. 🧠 Layers contribute as both shared and task-specific components—without explicit parameter assignment! - arxiv.org/pdf/2410.20008
The #NobelPrizeinPhysics2024 for Hopfield & Hinton rewards plagiarism and incorrect attribution in computer science. It's mostly about Amari's "Hopfield network" and the "Boltzmann Machine." 1. The Lenz-Ising recurrent architecture with neuron-like elements was published in…
Introducing✨Still-Moving✨—our work from @GoogleDeepMind that lets you apply *any* image customization method to video models🎥 Personalization (DreamBooth)🐶stylization (StyleDrop) 🎨 ControlNet🖼️—ALL in one method! Plus… you can control the amount of generated motion🏃♀️ 🧵👇
Excited to share Discrete Flow Matching! A discrete flow framework that yields state-of-the-art non-autoregressive modeling. E.g., on code tasks (Pass@1): HumanEval 6.7/11.6, MBPP 6.7/13.1 w/ Tal Remez, @shaulneta, @FelixKreuk, @RickyTQChen, @syhw, @adiyossLC, @lipmanya

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(((ل()(ل() 'yoav)))... @yoavgo
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