ICLR 2025 Workshop DeLTa Submissions

Nonparametric Distributional Black-box Optimization via Diffusion Process
Yueming Lyu, Atsushi Nitanda, Ivor Tsang
- Published: 06 Mar 2025, Last Modified: 15 Apr 2025
- ICLR 2025 DeLTa Workshop Poster
- Readers: Everyone
Fundamental Limits of Prompt Tuning Transformers: Universality, Capacity and Efficiency
Jerry Yao-Chieh Hu, Wei-Po Wang, Ammar Gilani, Chenyang Li, Zhao Song, Han Liu
- Published: 06 Mar 2025, Last Modified: 14 Mar 2025
- ICLR 2025 DeLTa Workshop Poster
- Readers: Everyone
UniMoT: Unified Molecule-Text Language Model with Discrete Token Representation
Shuhan Guo, Yatao Bian, Ruibing Wang, Nan Yin, Quanming Yao
- Published: 06 Mar 2025, Last Modified: 15 Apr 2025
- ICLR 2025 DeLTa Workshop Poster
- Readers: Everyone
Computational Limits of Low-Rank Adaptation (LoRA) Fine-Tuning for Transformer Models
Jerry Yao-Chieh Hu, Maojiang Su, En-Jui Kuo, Zhao Song, Han Liu
- Published: 06 Mar 2025, Last Modified: 14 Mar 2025
- ICLR 2025 DeLTa Workshop Poster
- Readers: Everyone
Towards Training One-Step Diffusion Models Without Distillation
Mingtian Zhang, Jiajun He, Wenlin Chen, Zijing Ou, José Miguel Hernández-Lobato, Bernhard Schölkopf, David Barber
- Published: 06 Mar 2025, Last Modified: 13 Apr 2025
- ICLR 2025 DeLTa Workshop Poster
- Readers: Everyone
TASKD-LLM: Task-Aware Selective Knowledge Distillation for LLMs
Khouloud Saadi, Di Wang
- Published: 06 Mar 2025, Last Modified: 13 Apr 2025
- ICLR 2025 DeLTa Workshop Poster
- Readers: Everyone
Masked Generative Nested Transformers with Decode Time Scaling
Sahil Goyal, Debapriya Tula, Gagan Jain, Pradeep Shenoy, Prateek Jain, Sujoy Paul
- Published: 06 Mar 2025, Last Modified: 16 Apr 2025
- ICLR 2025 DeLTa Workshop Poster
- Readers: Everyone
GRAPH GENERATIVE PRE-TRAINED TRANSFORMER
Xiaohui Chen, Yinkai Wang, Jiaxing He, Yuanqi Du, Soha Hassoun, Xiaolin Xu, Liping Liu
- Published: 06 Mar 2025, Last Modified: 05 Apr 2025
- ICLR 2025 DeLTa Workshop Poster
- Readers: Everyone
Image-Alchemy : Advancing Subject Fidelity in Personalized Text-to-Image Generation
Kaustubh Sharma, Ojasva Nema, Amritanshu Tiwari, Cherish Puniani
- Published: 06 Mar 2025, Last Modified: 14 Apr 2025
- ICLR 2025 DeLTa Workshop Poster
- Readers: Everyone
Demystifying Long Chain-of-Thought Reasoning in LLMs
Edward Yeo, Yuxuan Tong, Xinyao Niu, Graham Neubig, Xiang Yue
- Published: 06 Mar 2025, Last Modified: 14 Apr 2025
- ICLR 2025 DeLTa Workshop Poster
- Readers: Everyone
LaM-SLidE: Latent Space Modeling of Spatial Dynamical Systems via Linked Entities
Florian Sestak, Artur P. Toshev, Andreas Fürst, Günter Klambauer, Andreas Mayr, Johannes Brandstetter
- Published: 06 Mar 2025, Last Modified: 15 Apr 2025
- ICLR 2025 DeLTa Workshop Poster
- Readers: Everyone
Trustworthy Image Super-Resolution via Generative Pseudoinverse
Andreas Floros, Seyed-Mohsen Moosavi-Dezfooli, Pier Luigi Dragotti
- Published: 06 Mar 2025, Last Modified: 14 Apr 2025
- ICLR 2025 DeLTa Workshop Poster
- Readers: Everyone
Provable Maximum Entropy Manifold Exploration via Diffusion Models
Riccardo De Santi, Marin Vlastelica, Ya-Ping Hsieh, Zebang Shen, Niao He, Andreas Krause
- Published: 06 Mar 2025, Last Modified: 15 Apr 2025
- ICLR 2025 DeLTa Workshop Poster
- Readers: Everyone
Video Latent Flow Matching: Optimal Polynomial Projections for Video Interpolation and Extrapolation
Yang Cao, Zhao Song, Chiwun Yang
- Published: 06 Mar 2025, Last Modified: 23 Mar 2025
- ICLR 2025 DeLTa Workshop Poster
- Readers: Everyone
An Improved Sample Complexity for Rank-1 Matrix Sensing
Zhihang Li, Zhizhou Sha, Zhao Song, Mingda Wan
- Published: 06 Mar 2025, Last Modified: 15 Apr 2025
- ICLR 2025 DeLTa Workshop Poster
- Readers: Everyone
Attention Scheme Inspired Softmax Regression
Zhihang Li, Zhizhou Sha, Zhao Song, Mingda Wan
- Published: 06 Mar 2025, Last Modified: 15 Apr 2025
- ICLR 2025 DeLTa Workshop Poster
- Readers: Everyone
BridgeVoC: Insights into Using Schrödinger Bridge for Neural Vocoders
Tong Lei, Andong Li, Rilin Chen, Dong Yu, Meng Yu, Jing Lu, Chengshi Zheng
- Published: 06 Mar 2025, Last Modified: 14 Apr 2025
- ICLR 2025 DeLTa Workshop Poster
- Readers: Everyone
Unifying Causal and Object-centric Representation Learning allows Causal Composition
Avinash Kori, Ben Glocker, Bernhard Schölkopf, Francesco Locatello
- Published: 06 Mar 2025, Last Modified: 09 Apr 2025
- ICLR 2025 DeLTa Workshop Poster
- Readers: Everyone
Identifiable Object Representations under Spatial Ambiguities
Avinash Kori, Francesca Toni, Ben Glocker
- Published: 06 Mar 2025, Last Modified: 09 Apr 2025
- ICLR 2025 DeLTa Workshop Poster
- Readers: Everyone
A Theory for Conditional Generative Modeling on Multiple Data Sources
Rongzhen Wang, Yan Zhang, Chenyu Zheng, Chongxuan Li, Guoqiang Wu
- Published: 06 Mar 2025, Last Modified: 13 Apr 2025
- ICLR 2025 DeLTa Workshop Poster
- Readers: Everyone
A Unified Diffusion Bridge Framework via Stochastic Optimal Control
Kaizhen Zhu, Mokai Pan, Yuexin Ma, Yanwei Fu, Jingyi Yu, Jingya Wang, Ye Shi
- Published: 06 Mar 2025, Last Modified: 17 Apr 2025
- ICLR 2025 DeLTa Workshop Poster
- Readers: Everyone
SpecSTG: A Fast Spectral Diffusion Framework for Probabilistic Spatio-Temporal Traffic Forecasting
Lequan Lin, Dai Shi, Andi Han, Junbin Gao
- Published: 06 Mar 2025, Last Modified: 14 Apr 2025
- ICLR 2025 DeLTa Workshop Poster
- Readers: Everyone
Chimera: State Space Models Beyond Sequences
Aakash Lahoti, Tanya Marwah, Ratish Puduppully, Albert Gu
- Published: 06 Mar 2025, Last Modified: 13 Apr 2025
- ICLR 2025 DeLTa Workshop Poster
- Readers: Everyone
Multi-view Geometry-Aware Diffusion Transformer for Indoor Novel View Synthesis
Xueyang Kang, Zhengkang Xiang, Zezheng Zhang, Kourosh Khoshelham
- Published: 06 Mar 2025, Last Modified: 14 Apr 2025
- ICLR 2025 DeLTa Workshop Poster
- Readers: Everyone
Fourier Head: Helping Large Language Models Learn Complex Probability Distributions
Nate Gillman, Daksh Aggarwal, Michael Freeman, Saurabh Singh, Chen Sun
- Published: 06 Mar 2025, Last Modified: 13 Apr 2025
- ICLR 2025 DeLTa Workshop Poster
- Readers: Everyone