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2020 – today
- 2024
[c7]Yewon Byun, Dylan Sam, Michael Oberst
, Zachary C. Lipton, Bryan Wilder:
Auditing Fairness under Unobserved Confounding. AISTATS 2024: 4339-4347- [c6]Victor Akinwande, Yiding Jiang, Dylan Sam, J. Zico Kolter:
Understanding prompt engineering may not require rethinking generalization. ICLR 2024 - [i9]Dylan Sam, Rattana Pukdee, Daniel P. Jeong, Yewon Byun, J. Zico Kolter:
Bayesian Neural Networks with Domain Knowledge Priors. CoRR abs/2402.13410 (2024) - [i8]Yewon Byun, Dylan Sam, Michael Oberst, Zachary C. Lipton, Bryan Wilder:
Auditing Fairness under Unobserved Confounding. CoRR abs/2403.14713 (2024) - [i7]Samuel Sokota, Dylan Sam, Christian Schröder de Witt, Spencer Compton, Jakob N. Foerster, J. Zico Kolter:
Computing Low-Entropy Couplings for Large-Support Distributions. CoRR abs/2405.19540 (2024) - [i6]Dylan Sam, Devin Willmott, João D. Semedo, J. Zico Kolter:
Finetuning CLIP to Reason about Pairwise Differences. CoRR abs/2409.09721 (2024) - 2023
- [c5]Dylan Sam, J. Zico Kolter:
Losses over Labels: Weakly Supervised Learning via Direct Loss Construction. AAAI 2023: 9695-9703 - [c4]Rattana Pukdee, Dylan Sam, Pradeep Kumar Ravikumar, Nina Balcan:
Label Propagation with Weak Supervision. ICLR 2023 - [c3]Rattana Pukdee, Dylan Sam, J. Zico Kolter, Maria-Florina Balcan, Pradeep Ravikumar:
Learning with Explanation Constraints. NeurIPS 2023 - [i5]Rattana Pukdee, Dylan Sam, J. Zico Kolter, Maria-Florina Balcan, Pradeep Ravikumar:
Learning with Explanation Constraints. CoRR abs/2303.14496 (2023) - [i4]Victor Akinwande, Yiding Jiang, Dylan Sam, J. Zico Kolter:
Understanding prompt engineering may not require rethinking generalization. CoRR abs/2310.03957 (2023) - 2022
- [i3]Rattana Pukdee, Dylan Sam, Maria-Florina Balcan, Pradeep Ravikumar:
Label Propagation with Weak Supervision. CoRR abs/2210.03594 (2022) - [i2]Dylan Sam, J. Zico Kolter:
Losses over Labels: Weakly Supervised Learning via Direct Loss Construction. CoRR abs/2212.06921 (2022) - [i1]Dylan Sam, Min Bai, Tristan McKinney, Li Erran Li:
Improving self-supervised representation learning via sequential adversarial masking. CoRR abs/2212.08277 (2022) - 2021
- [c2]Alessio Mazzetto, Dylan Sam, Andrew Park, Eli Upfal, Stephen H. Bach:
Semi-Supervised Aggregation of Dependent Weak Supervision Sources With Performance Guarantees. AISTATS 2021: 3196-3204 - [c1]Alessio Mazzetto, Cyrus Cousins, Dylan Sam, Stephen H. Bach, Eli Upfal:
Adversarial Multi Class Learning under Weak Supervision with Performance Guarantees. ICML 2021: 7534-7543
Coauthor Index
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