Apple is presenting new analysis on the annual convention on Neural Data Processing Programs (NeurIPS), which takes place in-person in each Mexico Metropolis, Mexico, from November 30 – December 5, and San Diego, California, from December 2 – 7. We’re proud to once more sponsor the multi-track interdisciplinary convention, which brings collectively the scientific and industrial analysis communities surrounding Machine Studying. Under is an summary of Apple’s participation at NeurIPS 2025.
Bounce to a piece:
Cease by the Apple sales space #1103 within the San Diego Conference Heart throughout exhibition hours. All instances listed in PST (San Diego local-time):
- Tuesday, December 2, 12:00 PM – 8:00 PM
- Wednesday, December 3, 9:00 AM – 5:00 PM
- Thursday, December 4, 9:00 AM – 5:00 PM
- Friday, December 5, 9:00 AM – 12:00 PM
Schedule
Sunday, November 30
- WORKSHOP (NEURIPS CDMX – MEXICO CITY)
- The place Did the Reasoning Go Mistaken? A Bench-Mark of Puzzle-Based mostly Visible Duties With CoT Error Detection
- 11:00 AM – 6:00 PM, NeurIPS 2025 Workshop on Socially Accountable and Reliable Basis Fashions, Don Alberto 1
- Yusu Qian, Cheng Wan (Cornell College), Chao Jia, Yinfei Yang, Qingyu Zhao (Cornell College), Zhe Gan
Tuesday, December 2
- AFFINITY WORKSHOP
- Ladies in Machine Studying (WiML)
- 8:00 AM – 5:00 PM, Higher Degree Ballroom 20CD
- Richa Dixit, Maartje ter Hoeve and Shruti Palaskar will signify Apple on the WiML mentor roundtable session (12:00 PM – 1:30 PM), in the course of the workshop.
- AFFINITY WORKSHOP
- LatinX in AI (LXAI)
- 9:00 AM – 5:00 PM, Higher Degree Room 33ABC
- Lucas Monteiro Paes and Carlos Pareja will signify Apple on the LXAI Mentoring Hour (1:45 PM – 2:45 PM) in the course of the workshop.
Wednesday, December 3
- POSTER
- The Phantasm of Pondering: Understanding the Strengths and Limitations of Reasoning Fashions by way of the Lens of Drawback Complexity
- 11:00 AM – 2:00 PM, #1914, Poster Session 1, Exhibit Corridor C,D,E
- Parshin Shojaee, Iman Mirzadeh, Keivan Alizadeh Vahid, Samy Bengio, Max Horton, Mehrdad Farajtabar
- POSTER
- UniGen: Enhanced Coaching & Take a look at-Time Methods for Unified Multimodal Understanding and Technology
- 11:00 AM – 2:00 PM, #4900, Poster Session 1, Exhibit Corridor C,D,E
- Rui Tian, Mingfei Gao, Mingze Xu, Jimmy Hu, Jiasen Lu, Zuxuan Wu (Fudan College), Yinfei Yang, Afshin Dehghan
- POSTER
- Observe the Vitality, Discover the Path: Riemannian Metrics from Vitality-Based mostly Fashions
- 4:30 PM – 7:30 PM, #2506, Poster Session 2, Exhibit Corridor C,D,E
- Louis Béthune, David Vigouroux (IRT Saint-Exupery), Yilun Du (Harvard College), Rufin VanRullen (CNRS), Thomas Serre (Brown College), Victor Boutin (CNRS)
- POSTER
- Fashions That Show Their Personal Correctness
- 4:30 PM – 7:30 PM, #1304, Poster Session 2, Exhibit Corridor C,D,E
- Noga Amit (UC Berkeley), Shafi Goldwasser (UC Berkeley), Orr Paradise (UC Berkeley), Man Rothblum
Thursday, December 4
- AFFINITY WORKSHOP
- Queer in AI
- 9:00 AM – 5:00 PM, Higher Degree Room 32AB
- Lauren Araujo and Kevin Miao will signify Apple on the Sponsor Meet & Greet Session (1:30 PM – 2:00 PM) in the course of the workshop.
- POSTER
- Enabling Differentially Non-public Federated Studying for Speech Recognition: Benchmarks, Adaptive Optimizers, and Gradient Clipping
- 11:00 AM – 2:00 PM, #114, Poster Session 3, Exhibit Corridor C,D,E
- Martin Pelikan, Shams Azam, Vitaly Feldman, Jan “Honza” Silovsky, Kunal Talwar, Christopher G. Brinton (Purdue College), Tatiana Likhomanenko
- POSTER
- Versatile Language Modeling in Steady Area with Transformer-based Autoregressive Flows
- 11:00 AM – 2:00 PM, #5306, Poster Session 3, Exhibit Corridor C,D,E
- Ruixiang Zhang, Shuangfei Zhai, Jiatao Gu, Yizhe Zhang, Josh Susskind, Navdeep Jaitly, Miguel Angel Bautista, Huangjie Zheng, Tianrong Chen
- SPOTLIGHT POSTER
- STARFlow: Scaling Latent Normalizing Flows for Excessive-resolution Picture Synthesis
- 11:00 AM – 2:00 PM, #5318, Poster Session 3, Exhibit Corridor C,D,E
- Jiatao Gu, Tianrong Chen, David Berthelot, Huangjie Zheng, Yuyang Wang, Ruixiang Zhang, Laurent Dinh, Miguel Angel Bautista, Josh Susskind, Shuangfei Zhai
- POSTER
- Scaling Legal guidelines for Optimum Information Mixtures
- 11:00 AM – 2:00 PM, #3414, Poster Session 3, Exhibit Corridor C,D,E
- Mustafa Shukor, Louis Béthune, Dan Busbridge, David Grangier, Enrico Fini, Alaaeldin Mohamed Elnouby Ali, Pierre Ablin
- POSTER
- TADA: Improved Diffusion Sampling with Coaching-free Augmented Dynamics
- 11:00 AM – 2:00 PM, #3302, Poster Session 3, Exhibit Corridor C,D,E
- Tianrong Chen, Huangjie Zheng, Jiatao Gu, David Berthelot, Josh Susskind, Shuangfei Zhai
- SPOTLIGHT POSTER
- Checklists Are Higher Than Reward Fashions For Aligning Language Fashions
- 4:30 PM – 7:30 PM, #103, Poster Session 4, Exhibit Corridor C,D,E
- Vijay Viswanathan (Carnegie Mellon College), Yanchao Solar, Shuang Ma (Meta), Xiang Kong, Meng Cao, Graham Neubig (Carnegie Mellon College), Tongshuang Wu (Carnegie Mellon College)
Friday, December 5
- SPOTLIGHT POSTER
- CAR-Movement: Situation-Conscious Reparameterization Aligns Supply and Goal for Higher Movement Matching
- 11:00 AM – 2:00 PM, #4200, Poster Session 5, Exhibit Corridor C,D,E
- Chen Chen, Pengsheng Guo, Liangchen Music, Jiasen Lu, Rui Qian, Tsu-Jui Fu (Meta), Wei Liu, Yinfei Yang, Alex Schwing
- POSTER
- StreamBridge: Turning Your Offline Video Giant Language Mannequin right into a Proactive Streaming Assistant
- 11:00 AM – 2:00 PM, #4617, Poster Session 5, Exhibit Corridor C,D,E
- Haibo Wang (Fudan College), Brian Feng, Jeff Lai, Mingze Xu, Shiyu Li, Weifeng Ge (Fudan College), Afshin Dehghan, Meng Cao, Ping Huang
- POSTER
- Datasets, Paperwork, and Repetitions: The Practicalities of Unequal Information High quality
- 4:30 PM – 7:30 PM, #101, Poster Session 6, Exhibit Corridor C,D,E
- Alex Fang (Stanford College), Hadi Pour Ansari, Matt Jordan (Ai2), Alexander Toshev, Vaishaal Shankar (Anthropic (work accomplished when at Apple)), Ludwig Schmidt (Stanford College), Tom Gunter (Meta)
- POSTER
- LinEAS: Finish-to-end Studying of Activation Steering with a Distributional Loss
- 4:30 PM – 7:30 PM, #3604, Poster Session 6, Exhibit Corridor C,D,E
- Pau Rodriguez Lopez, Michal Klein, Eleonora Gualdoni, Valentino Maiorca (Sapienza Università di Roma), Arno Blaas, Luca Zappella, Marco Cuturi, Xavier Suau Cuadros
Saturday, December 6
- WORKSHOP
- Constructing the Cognitive Community: Pillars of AI-Native Wi-fi ecosystem
- 8:00 AM – 5:00 PM, AI and ML for Subsequent-Technology Wi-fi Communications and Networking (AI4NextG @ NeurIPS’25), Higher Degree Room 10
- Supratik Bhattacharjee, Sharad Sambhwani
- WORKSHOP
- CHAST: Consideration Aided SISO OFDM Channel Estimation
- 8:00 AM – 5:00 PM, AI and ML for Subsequent-Technology Wi-fi Communications and Networking (AI4NextG @ NeurIPS’25), Higher Degree Room 10
- Mehmetcan Gok, John Zhou, Supratik Bhattacharjee, Huaning Niu, Sharad Sambhwani
- WORKSHOP
- CPEP: Contrastive Pose-EMG Pre-training Enhances Gesture Generalization on EMG indicators
- 8:00 AM – 5:00 PM, Basis Fashions for the Mind and Physique Workshop, Higher Degree Room 11AB
- Behrooz Mahasseni, Wenhui Cui (College of Southern California), Chris Sandino, Juri Minxha, Ellen Zippi, Ran Liu, Hadi Pour Ansari, Erdrin Azemi, Aman Verma, Anna Sedlackova
- WORKSHOP
- Studying the relative composition of EEG indicators utilizing pairwise relative shift pretraining
- 8:00 AM – 5:00 PM, Basis Fashions for the Mind and Physique Workshop, Higher Degree Room 24ABC
- Chris Sandino, Sayeri Lala (Stanford College), Geeling Chau (California Institute of Know-how), Melika Ayoughi (College of Amsterdam), Behrooz Mahasseni, Ellen Zippi, Ali Moin, Erdrin Azemi, Hanlin Goh
- WORKSHOP
- On Becoming Movement Fashions with Giant Sinkhorn Couplings
- 8:00 AM – 5:00 PM, Structured Probabilistic Inference and Generative Modeling, Higher Degree Ballroom 20C
- Marco Cuturi Cameto, Michal Klein, Seyed Alireza Mousavi Hosseini
- WORKSHOP
- Partial Parameter Updates for Environment friendly Distributed Coaching
- 8:00 AM – 5:00 PM, OPT 2025: Optimization for Machine Studying, Higher Degree Ballroom 20A
- Anastasiia Filippova, Angelos Katharopoulos, Ronan Collobert, David Grangier
Sunday, December 7
- WORKSHOP
- Breaking Down Video LLM Benchmarks: Data, Spatial Notion, or True Temporal Understanding?
- 8:00 AM – 5:00 PM, Evaluating the Evolving LLM Lifecycle: Benchmarks, Emergent Talents, and Scaling, Higher Degree Room 2
- Brian Feng, Jeff Lai, Shiyu Li, Zizhen Wang, Simon Wang, Ping Huang, Meng Cao
- WORKSHOP
- JointMMSafe: A Combinatorial Security Benchmark for Multimodal Basis Fashions
- 8:00 AM – 5:00 PM, Evaluating the Evolving LLM Lifecycle: Benchmarks, Emergent Talents, and Scaling, Higher Degree Room 2
- Shruti Palaskar, Leon Gatys, Mona Abdelrahman, Mar Jacobo, Larry Lindsey, Gunnar Lund, Yang Xu, Navid Shiee, Jeffrey Bigham, Charlie Maalouf, Joseph Yitan Cheng
- WORKSHOP
- PersonaTeaming: Exploring How Introducing Persona Can Enhance Automated LLM Crimson-Teaming
- 8:00 AM – 5:00 PM, Evaluating the Evolving LLM Lifecycle: Benchmarks, Emergent Talents, and Scaling, Higher Degree Room 2
- Wesley Deng (Carnegie Mellon College, Sunnie S. Y. Kim, Akshita Jha, Ken Holstein (Carnegie Mellon College), Motahhare Eslami (Carnegie Mellon College), Lauren Wilcox, Leon Gatys
- WORKSHOP (CO-LOCATED AT NEURIPS SAN DIEGO)
- SimpleFold: Folding Proteins is Less complicated than You Assume
- 8:30 AM – 5:00 PM, Machine Studying in Structural Biology, UCSD Park & Market, 1100 Market St. San Diego, CA 92101
- Yuyang Wang, Navdeep Jaitly, Josh Susskind, Miguel Angel Bautista
Technical Demos
We display giant mannequin inference and coaching on machine utilizing MLX. MLX is a versatile array framework that’s optimized for Apple silicon and delivered to you by Apple machine studying analysis. It permits coaching and inference of arbitrarily advanced fashions on Apple silicon powered units with nice brevity and adaptability.
We’ll showcase picture technology utilizing a big difusion mannequin on an iPad Professional outfitted with an M5 chip, and spotlight disributed Compute with MLX and Apple Silicon. Guests can discover textual content and code technology leveraging a 1 trillion parameter mannequin working in Xcode on a 4-Mac Studio M3 Extremely cluster, every outfitted with 512 GB of unified reminiscence.
FastVLM is a household of mobile-friendly imaginative and prescient language fashions, constructed utilizing MLX. These fashions use a mixture of CNN and Transformer architectures for imaginative and prescient encoding designed particularly for processing high-resolution photos. Collectively, they display a robust method that achieves an optimum steadiness between accuracy and velocity.
Guests can interact with FastVLM by way of a real-time visible question-and-answer demo on an iPhone 17 Professional Max.
Each MLX and FastVLM demos shall be out there on the Apple Sales space throughout exhibition hours.
Principal Venue-Accepted Papers
AuthorsChen Chen, Pengsheng Guo**, Liangchen Music, Jiasen Lu, Rui Qian, Xinze Wang, Tsu-Jui Fu**, Wei Liu**, Yinfei Yang, Alex Schwing
AuthorsVijay Viswanathan†, Yanchao Solar, Shuang Ma‡**, Xiang Kong, Meng Cao, Graham Neubig†, Tongshuang Wu†
AuthorsAlex Fang**†, Hadi Pouransari, Matt Jordan‡, Alexander Toshev, Vaishaal Shankar§**, Ludwig Schmidt†, Tom Gunter¶**
AuthorsZijing Ou†, Ruixiang Zhang, Yingzhen Li†
AuthorsMartin Pelikan*, Sheikh Shams Azam*, Vitaly Feldman, Jan “Honza” Silovsky, Kunal Talwar, Christopher G. Brinton†, Tatiana Likhomanenko*
AuthorsRuixiang Zhang, Shuangfei Zhai, Jiatao Gu, Yizhe Zhang, Huangjie Zheng, Tianrong Chen, Miguel Angel Bautista, Josh Susskind, Navdeep Jaitly
AuthorsLouis Béthune*, David Vigouroux†, Yilun Du‡, Rufin VanRullen§, Thomas Serre¶, Victor Boutin§*
AuthorsPengfei Zhao, Rongbo Luan, Wei Zhang, Peng Wu, Sifeng He
AuthorsOrtal Senouf†, Antoine Wehenkel, Cédric Vincent-Cuaz†, Emmanuel Abbé, Pascal Frossard†
AuthorsJiayuan Ye†**, Vitaly Feldman, Kunal Talwar
AuthorsPau Rodríguez‡, Michal Klein, Eleonora Gualdoni, Valentino Maiorca†**, Arno Blaas, Luca Zappella, Marco Cuturi, Xavier Suau‡
Fashions That Show Their Personal Correctness
Noga Amit (UC Berkeley), Shafi Goldwasser (UC Berkeley), Orr Paradise (UC Berkeley), Man Rothblum
AuthorsJie An†**, De Wang, Pengsheng Guo, Jiebo Luo†, Alexander Schwing
AuthorsHilal Asi, Vitaly Feldman, Hannah Keller†**, Man N. Rothblum, Kunal Talwar
AuthorsVitaly Feldman, Moshe Shenfeld†
AuthorsJustin Lazarow, Kai Kang, Afshin Dehghan
Pattern and Map from a Single Convex Potential utilizing Generative Second Measures
Nina Vesseron (CREST-ENSAE), Louis Béthune, Marco Cuturi
AuthorsMustafa Shukor†, Louis Bethune, Dan Busbridge, David Grangier, Enrico Fini, Alaaeldin El-Nouby, Pierre Ablin
AuthorsJiatao Gu, Tianrong Chen, David Berthelot, Huangjie Zheng, Yuyang Wang, Ruixiang Zhang, Laurent Dinh, Miguel Angel Bautista, Josh Susskind, Shuangfei Zhai
AuthorsHaibo Wang‡‡, Bo Feng, Zhengfeng Lai, Mingze Xu, Shiyu Li, Weifeng Ge†, Afshin Dehghan, Meng Cao, Ping Huang
AuthorsTianrong Chen, Huangjie Zheng, David Berthelot, Jiatao Gu, Josh Susskind, Shuangfei Zhai
AuthorsParshin Shojaee*†, Iman Mirzadeh*, Keivan Alizadeh, Maxwell Horton, Samy Bengio, Mehrdad Farajtabar
AuthorsRui Tian, Mingfei Gao, Mingze Xu, Jiaming Hu, Jiasen Lu, Zuxuan Wu†, Yinfei Yang, Afshin Dehghan
Acknowledgements
Samy Bengio is a Board Member for NeurIPS.
Pierre Ablin, Samy Bengio, Ronan Collobert, Marco Cuturi, Satyen Kale, Kunal Talwar, and Sinead Williamson are Senior Space Chairs.
Byeongjoo Ahn, Hilal Asi, Sheikh Shams Azam, Miguel Ángel Bautista, Meng Cao, Fartash Faghri, Mehrdad Farajtabar, Vitaly Feldman, Nick Foti, Zhe Gan, Jiatao Gu, Devon Hjelm, Chun-Liang Li, Tatiana Likhomanenko, Alex Papangelis, Stephan Richter, Pau Rodriguez, Skyler Seto, Natalie Schluter, Josh Susskind, Oncel Tuzel, Erik Wijmans, Yinfei Yang, Shuangfei Zhai, Yizhe Zhang, and Huangjie Zheng are Space Chairs.
Yannick Assogba, Deepika Bablani, Vassilis Baltatzis, Sima Behpour, Louis Bethune, Arno Blaas, Jie Bu, Chacha Chen, Chen Chen, Tianrong Chen, Masha Fedzechkina Donaldson, Fahad Kamran, Parmeshwar Khurd, Han-Byul Kim, Sunnie S. Y. Kim, Michael Kirchhof, Colin Lea, Pingzhi Li, Xintong Li, Ran Liu, Stated Medjkouh, Lucas Monteiro Paes, Robin Schmidt, Amitis Shidani, Parshin Shojaee, Andrew Silva, Kaitao Music, Andrew Szot, Xinyu Tang, Vimal Thilak, William Thong, Raviteja Vemulapalli, Yuyang Wang, Dehong Xu, Jiayuan Ye, and Xiyou Zhou are Reviewers.
Fartash Faghri is a Workshop Co-Organizer; Samy Bengio, Mehrdad Farajtabar, Oncel Ouzel, and Hadi Pour Ansari serve on the Workshop Advisory Board; Mohammadreza Armandpour, Louis Béthune, Cheng-Yu Hsieh, Chen Huang, Cem Koc, Iman Mirzadeh and Raviteja Vemulapalli are Workshop Reviewers for Workshop on Continuous and Appropriate Basis Mannequin Updates (CCFM) 2025.
Antoine Wehenkel is a Workshop Co-Organizer for Machine Studying and the Bodily Sciences Workshop 2025.
