Semi-Supervised Aggregation of Dependent Weak Supervision Sources With Performance Guarantees. - Alessio Mazzetto; Dylan Sam; Andrew Park; Eli Upfal; Stephen H. Bach (AISTATS, 2021)

Adversarial Multi Class Learning under Weak Supervision with Performance Guarantees. - Alessio Mazzetto; Cyrus Cousins; Dylan Sam; Stephen H. Bach; Eli Upfal (ICML, 2021)

Improving self-supervised representation learning via sequential adversarial masking. - Dylan Sam; Min Bai; Tristan McKinney; Li Erran Li (CoRR, 2022)

Losses over Labels: Weakly Supervised Learning via Direct Loss Construction. - Dylan Sam; J. Zico Kolter (AAAI, 2023)

Label Propagation with Weak Supervision. - Rattana Pukdee; Dylan Sam; Pradeep Kumar Ravikumar; Nina Balcan (ICLR, 2023)

Learning with Explanation Constraints. - Rattana Pukdee; Dylan Sam; J. Zico Kolter; Maria-Florina Balcan; Pradeep Ravikumar (NeurIPS, 2023)

Auditing Fairness under Unobserved Confounding. - Yewon Byun; Dylan Sam; Michael Oberst; Zachary C. Lipton; Bryan Wilder (AISTATS, 2024)

Understanding prompt engineering may not require rethinking generalization. - Victor Akinwande; Yiding Jiang; Dylan Sam; J. Zico Kolter (ICLR, 2024)

Computing Low-Entropy Couplings for Large-Support Distributions. - Samuel Sokota; Dylan Sam; Christian Schröder de Witt; Spencer Compton; Jakob N. Foerster; J. Zico Kolter (UAI, 2024)

Bayesian Neural Networks with Domain Knowledge Priors. - Dylan Sam; Rattana Pukdee; Daniel P. Jeong; Yewon Byun; J. Zico Kolter (CoRR, 2024)

Finetuning CLIP to Reason about Pairwise Differences. - Dylan Sam; Devin Willmott; João D. Semedo; J. Zico Kolter (Trans. Mach. Learn. Res., 2025)

Predicting the Performance of Black-box LLMs through Self-Queries. - Dylan Sam; Marc Finzi; J. Zico Kolter (CoRR, 2025)

Analyzing Similarity Metrics for Data Selection for Language Model Pretraining. - Dylan Sam; Ayan Chakrabarti; Afshin Rostamizadeh; Srikumar Ramalingam; Gui Citovsky; Sanjiv Kumar (CoRR, 2025)

Safety Pretraining: Toward the Next Generation of Safe AI. - Pratyush Maini; Sachin Goyal; Dylan Sam; Alexander Robey; Yash Savani; Yiding Jiang; Andy Zou; Zacharcy C. Lipton; J. Zico Kolter (CoRR, 2025)