Maxwell Horton

28 papers A* 3B 1Misc 1Journal 21Unranked 1

Year	Rank	Type	Title / Venue / Authors
2025	Misc	`conf`	An Efficient and Streaming Audio Visual Active Speaker Detection System. ICASSP Arnav Kundu, Yanzi Jin, Mohammad Hossein Sekhavat, Maxwell Horton, Danny Tormoen, Devang Naik
2025	J	`jnl`	From Dense to Dynamic: Token-Difficulty Driven MoEfication of Pre-Trained LLMs. CoRR Kumari Nishu, Sachin Mehta, Samira Abnar, Mehrdad Farajtabar, Maxwell Horton, Mahyar Najibi, Moin Nabi, Minsik Cho, Devang Naik
2025	A*	`conf`	QuantSpec: Self-Speculative Decoding with Hierarchical Quantized KV Cache. ICML Rishabh Tiwari, Haocheng Xi, Aditya Tomar, Coleman Richard Charles Hooper, Sehoon Kim, Maxwell Horton, Mahyar Najibi, Michael W. Mahoney, Kurt Keutzer, Amir Gholami
2025	J	`jnl`	QuantSpec: Self-Speculative Decoding with Hierarchical Quantized KV Cache. CoRR Rishabh Tiwari, Haocheng Xi, Aditya Tomar, Coleman Hooper, Sehoon Kim, Maxwell Horton, Mahyar Najibi, Michael W. Mahoney, Kurt Keutzer, Amir Gholami
2025	A*	`conf`	SeedLM: Compressing LLM Weights into Seeds of Pseudo-Random Generators. ICLR Rasoul Shafipour, David Harrison, Maxwell Horton, Jeffrey Marker, Houman Bedayat, Sachin Mehta, Mohammad Rastegari, Mahyar Najibi, Saman Naderiparizi
2025	J	`jnl`	The Illusion of Thinking: Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity. CoRR Parshin Shojaee, Iman Mirzadeh, Keivan Alizadeh, Maxwell Horton, Samy Bengio, Mehrdad Farajtabar
2024	J	`jnl`	An Efficient and Streaming Audio Visual Active Speaker Detection System. CoRR Arnav Kundu, Yanzi Jin, Mohammad Hossein Sekhavat, Maxwell Horton, Danny Tormoen, Devang Naik
2024	J	`jnl`	Bytes Are All You Need: Transformers Operating Directly On File Bytes. Trans. Mach. Learn. Res. Maxwell Horton, Sachin Mehta, Ali Farhadi, Mohammad Rastegari
2024	J	`jnl`	CLIP meets Model Zoo Experts: Pseudo-Supervision for Visual Enhancement. Trans. Mach. Learn. Res. Mohammadreza Salehi, Mehrdad Farajtabar, Maxwell Horton, Fartash Faghri, Hadi Pouransari, Raviteja Vemulapalli, Oncel Tuzel, Ali Farhadi, Mohammad Rastegari, Sachin Mehta
2024	J	`jnl`	CatLIP: CLIP-level Visual Recognition Accuracy with 2.7x Faster Pre-training on Web-scale Image-Text Data. CoRR Sachin Mehta, Maxwell Horton, Fartash Faghri, Mohammad Hossein Sekhavat, Mahyar Najibi, Mehrdad Farajtabar, Oncel Tuzel, Mohammad Rastegari
2024	J	`jnl`	KV Prediction for Improved Time to First Token. CoRR Maxwell Horton, Qingqing Cao, Chenfan Sun, Yanzi Jin, Sachin Mehta, Mohammad Rastegari, Moin Nabi
2024	J	`jnl`	OpenELM: An Efficient Language Model Family with Open Training and Inference Framework. CoRR Sachin Mehta, Mohammad Hossein Sekhavat, Qingqing Cao, Maxwell Horton, Yanzi Jin, Chenfan Sun, Iman Mirzadeh, Mahyar Najibi, Dmitry Belenko, Peter Zatloukal, Mohammad Rastegari
2024	J	`jnl`	SALSA: Soup-based Alignment Learning for Stronger Adaptation in RLHF. CoRR Atoosa Malemir Chegini, Hamid Kazemi, Iman Mirzadeh, Dong Yin, Maxwell Horton, Moin Nabi, Mehrdad Farajtabar, Keivan Alizadeh
2024	J	`jnl`	SeedLM: Compressing LLM Weights into Seeds of Pseudo-Random Generators. CoRR Rasoul Shafipour, David Harrison, Maxwell Horton, Jeffrey Marker, Houman Bedayat, Sachin Mehta, Mohammad Rastegari, Mahyar Najibi, Saman Naderiparizi
2023	J	`jnl`	Bytes Are All You Need: Transformers Operating Directly On File Bytes. CoRR Maxwell Horton, Sachin Mehta, Ali Farhadi, Mohammad Rastegari
2023	J	`jnl`	CLIP meets Model Zoo Experts: Pseudo-Supervision for Visual Enhancement. CoRR Mohammadreza Salehi, Mehrdad Farajtabar, Maxwell Horton, Fartash Faghri, Hadi Pouransari, Raviteja Vemulapalli, Oncel Tuzel, Ali Farhadi, Mohammad Rastegari, Sachin Mehta
2023	J	`jnl`	Diffusion Models as Masked Audio-Video Learners. CoRR Elvis Nunez, Yanzi Jin, Mohammad Rastegari, Sachin Mehta, Maxwell Horton
2023	J	`jnl`	On the Efficacy of Multi-scale Data Samplers for Vision Applications. CoRR Elvis Nunez, Thomas Merth, Anish Prabhu, Mehrdad Farajtabar, Mohammad Rastegari, Sachin Mehta, Maxwell Horton
2022	—	`—`	Data-Constrained Model Compression Maxwell Horton
2022	B	`conf`	Layer-Wise Data-Free CNN Compression. ICPR Maxwell Horton, Yanzi Jin, Ali Farhadi, Mohammad Rastegari
2022	J	`jnl`	RangeAugment: Efficient Online Augmentation with Range Learning. CoRR Sachin Mehta, Saeid Naderiparizi, Fartash Faghri, Maxwell Horton, Lailin Chen, Ali Farhadi, Oncel Tuzel, Mohammad Rastegari
2022	—	`conf`	SPIN: An Empirical Evaluation on Sharing Parameters of Isotropic Networks. ECCV (11) Chien-Yu Lin, Anish Prabhu, Thomas Merth, Sachin Mehta, Anurag Ranjan, Maxwell Horton, Mohammad Rastegari
2022	J	`jnl`	SPIN: An Empirical Evaluation on Sharing Parameters of Isotropic Networks. CoRR Chien-Yu Lin, Anish Prabhu, Thomas Merth, Sachin Mehta, Anurag Ranjan, Maxwell Horton, Mohammad Rastegari
2021	J	`jnl`	LCS: Learning Compressible Subspaces for Adaptive Network Compression at Inference Time. CoRR Elvis Nunez, Maxwell Horton, Anish Prabhu, Anurag Ranjan, Ali Farhadi, Mohammad Rastegari
2021	A*	`conf`	Learning Neural Network Subspaces. ICML Mitchell Wortsman, Maxwell Horton, Carlos Guestrin, Ali Farhadi, Mohammad Rastegari
2021	J	`jnl`	Learning Neural Network Subspaces. CoRR Mitchell Wortsman, Maxwell Horton, Carlos Guestrin, Ali Farhadi, Mohammad Rastegari
2020	J	`jnl`	Layer-Wise Data-Free CNN Compression. CoRR Maxwell Horton, Yanzi Jin, Ali Farhadi, Mohammad Rastegari
2018	J	`jnl`	Label Refinery: Improving ImageNet Classification through Label Progression. CoRR Hessam Bagherinezhad, Maxwell Horton, Mohammad Rastegari, Ali Farhadi