ICLR 2025 Conference Submissions

DELIFT: Data Efficient Language model Instruction Fine-Tuning
Ishika Agarwal, Krishnateja Killamsetty, Lucian Popa, Marina Danilevsky
- Published: 22 Jan 2025, Last Modified: 15 Mar 2025
- ICLR 2025 Poster
- Readers: Everyone
U-shaped and Inverted-U Scaling behind Emergent Abilities of Large Language Models
Tung-Yu Wu, Melody Lo
- Published: 22 Jan 2025, Last Modified: 11 Feb 2025
- ICLR 2025 Poster
- Readers: Everyone
LASeR: Learning to Adaptively Select Reward Models with Multi-Armed Bandits
Duy Nguyen, Archiki Prasad, Elias Stengel-Eskin, Mohit Bansal
- 27 Sept 2024 (modified: 05 Feb 2025)
- Submitted to ICLR 2025
- Readers: Everyone
SIEVE: General Purpose Data Filtering System Matching GPT-4o Accuracy at 1% the Cost
Jifan Zhang, Robert D Nowak
- 27 Sept 2024 (modified: 22 Nov 2024)
- ICLR 2025 Conference Withdrawn Submission
- Readers: Everyone
Hierarchical Autoregressive Transformers: Combining Byte- and Word-Level Processing for Robust, Adaptable Language Models
Pit Neitemeier, Björn Deiseroth, Constantin Eichenberg, Lukas Balles
- Published: 22 Jan 2025, Last Modified: 02 Mar 2025
- ICLR 2025 Poster
- Readers: Everyone
Stochastic Monkeys at Play: Random Augmentations Cheaply Break LLM Safety Alignment
Jason Vega, Junsheng Huang, Gaokai Zhang, Hangoo Kang, Minjia Zhang, Gagandeep Singh
- 27 Sept 2024 (modified: 27 Dec 2024)
- ICLR 2025 Conference Withdrawn Submission
- Readers: Everyone
Accelerated training through iterative gradient propagation along the residual path
Erwan Fagnou, Paul Caillon, Blaise Delattre, Alexandre Allauzen
- Published: 22 Jan 2025, Last Modified: 08 Apr 2025
- ICLR 2025 Oral
- Readers: Everyone
BRIGHT: A Realistic and Challenging Benchmark for Reasoning-Intensive Retrieval
Hongjin SU, Howard Yen, Mengzhou Xia, Weijia Shi, Niklas Muennighoff, Han-yu Wang, Liu Haisu, Quan Shi, Zachary S Siegel, Michael Tang, Ruoxi Sun, Jinsung Yoon, Sercan O Arik, Danqi Chen, Tao Yu
- Published: 22 Jan 2025, Last Modified: 02 Mar 2025
- ICLR 2025 Spotlight
- Readers: Everyone
Discovering Data Structures: Nearest Neighbor Search and Beyond
Omar Salemohamed, Laurent Charlin, Shivam Garg, Vatsal Sharan, Gregory Valiant
- 27 Sept 2024 (modified: 05 Feb 2025)
- Submitted to ICLR 2025
- Readers: Everyone
Reinforcement Learning for Control of Non-Markovian Cellular Population Dynamics
Josiah C Kratz, Jacob Adamczyk
- Published: 22 Jan 2025, Last Modified: 09 May 2025
- ICLR 2025 Spotlight
- Readers: Everyone
Interpretable and Efficient Counterfactual Generation for Real-Time User Interaction
Cesare Barbera, Andrea Passerini
- 27 Sept 2024 (modified: 03 Dec 2024)
- ICLR 2025 Conference Withdrawn Submission
- Readers: Everyone
Gradient-based Optimization of Dataset Mixtures
Hong-Min Chu, Dayal Singh Kalra, Arpit Bansal, John Kirchenbauer, Jonas Geiping, Tom Goldstein
- 27 Sept 2024 (modified: 15 Nov 2024)
- ICLR 2025 Conference Withdrawn Submission
- Readers: Everyone
Automating High-Quality Concept Banks: Leveraging LLMs and Multimodal Evaluation Metrics
Usman Ahmad, Vladimir V. Ivanov
- 27 Sept 2024 (modified: 05 Feb 2025)
- Submitted to ICLR 2025
- Readers: Everyone
Socia: Training Large Language Models To Simulate Social Constructs and Interventions
Aanisha Bhattacharyya, Susmit Agrawal, Yaman Kumar Singla, Nikitha S R, Tarun Ram Menta, Balaji Krishnamurthy
- 27 Sept 2024 (modified: 04 Oct 2024)
- ICLR 2025 Conference Withdrawn Submission
- Readers: Everyone
The Geometry of Concepts: Sparse Autoencoder Feature Structure
Yuxiao Li, Eric J Michaud, David D. Baek, Joshua Engels, Xiaoqing Sun, Max Tegmark
- 27 Sept 2024 (modified: 26 Nov 2024)
- ICLR 2025 Conference Withdrawn Submission
- Readers: Everyone
Pathologies of Out-of-Distribution Detection
Yucen Lily Li, Daohan Lu, Polina Kirichenko, Shikai Qiu, Tim G. J. Rudner, C. Bayan Bruss, Andrew Gordon Wilson
- 27 Sept 2024 (modified: 05 Feb 2025)
- Submitted to ICLR 2025
- Readers: Everyone
Conditional Information Bottleneck Approach for Out-of-Distribution Sequential Recommendation
Binquan Wu, Wenxuan Shen, Wenzheng Xie, Junhao Zheng, Yu Cheng, Qianli Ma
- 27 Sept 2024 (modified: 05 Feb 2025)
- Submitted to ICLR 2025
- Readers: Everyone
CogniPair - Dynamic LLM Matching Algorithm in Chaotic Environments Mimicking Human Cognitive Processes for Relationship Pairing
Sihan Chen, Hanzhang Qin, Wanghao Ye
- 27 Sept 2024 (modified: 12 Dec 2024)
- ICLR 2025 Conference Withdrawn Submission
- Readers: Everyone
Outcome-based Semifactual Explanation For Reinforcement Learning
Yanzhe Bekkemoen, Helge Langseth
- 27 Sept 2024 (modified: 15 Nov 2024)
- ICLR 2025 Conference Withdrawn Submission
- Readers: Everyone
Locally Connected Echo State Networks for Time Series Forecasting
Filip Matzner, František Mráz
- Published: 22 Jan 2025, Last Modified: 17 May 2025
- ICLR 2025 Poster
- Readers: Everyone
Feature-Based Analysis of Theory of Mind Representations in Neural Network Models
Joel Phillips Michelson, Deepayan Sanyal, Maithilee Kunda
- 27 Sept 2024 (modified: 27 Nov 2024)
- ICLR 2025 Conference Withdrawn Submission
- Readers: Everyone
STARJOB: DATASET FOR LLM-DRIVEN JOB SHOP SCHEDULING
Henrik Abgaryan, Ararat Harutyunyan, Tristan Cazenave
- 27 Sept 2024 (modified: 28 Nov 2024)
- ICLR 2025 Conference Withdrawn Submission
- Readers: Everyone
Parameter Efficient Graph Encoding for Large Language Models
Bryan Perozzi, Bahare Fatemi, Dustin Zelle, Syed A Rizvi, Anton Tsitsulin, Sami Abu-El-Haija, Hasan Awais, Mehran Kazemi, David van Dijk, Rami Al-Rfou', Jonathan Halcrow
- 27 Sept 2024 (modified: 05 Feb 2025)
- Submitted to ICLR 2025
- Readers: Everyone
Scaling Laws for Adversarial Attacks on Language Model Activations and Tokens
Stanislav Fort
- Published: 22 Jan 2025, Last Modified: 21 Apr 2025
- ICLR 2025 Poster
- Readers: Everyone
Evaluating the Instruction-following Abilities of Language Models using Knowledge Tasks
Rudra Murthy, Prince Kumar, Praveen Venkateswaran, Danish Contractor
- 27 Sept 2024 (modified: 05 Feb 2025)
- Submitted to ICLR 2025
- Readers: Everyone