GitHub / tmlr-group 10 Repositories
Trustworthy Machine Learning and Reasoning Group
tmlr-group/landscape-of-thoughts
[ICLR 2025 Workshop] "Landscape of Thoughts: Visualizing the Reasoning Process of Large Language Models"
Language: Jupyter Notebook - Size: 22.1 MB - Last synced at: 21 days ago - Pushed at: 21 days ago - Stars: 34 - Forks: 2

tmlr-group/Co-Reward Fork of resistzzz/Co-Reward
[arXiv:2508.00410] "Co-Reward: Self-supervised Reinforcement Learning for Large Language Model Reasoning via Contrastive Agreement"
Language: Python - Size: 10 MB - Last synced at: 25 days ago - Pushed at: 25 days ago - Stars: 32 - Forks: 0

tmlr-group/CausalCOAT Fork of LFhase/CausalCOAT
[NeurIPS 2024] "Discovery of the Hidden World with Large Language Models"
Language: Jupyter Notebook - Size: 5.94 MB - Last synced at: 14 days ago - Pushed at: 9 months ago - Stars: 21 - Forks: 3

tmlr-group/NoisyRationales
[NeurIPS 2024] "Can Language Models Perform Robust Reasoning in Chain-of-thought Prompting with Noisy Rationales?"
Language: Python - Size: 348 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 35 - Forks: 2

tmlr-group/ECON
[ICML 2025] "From Debate to Equilibrium: Belief-Driven Multi-Agent LLM Reasoning via Bayesian Nash Equilibrium"
Language: Python - Size: 1000 Bytes - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 5 - Forks: 0

tmlr-group/AR-Bench
[ICML 2025] "From Passive to Active Reasoning: Can Large Language Models Ask the Right Questions under Incomplete Information?"
Language: Python - Size: 4.58 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 5 - Forks: 0

tmlr-group/GRU
Language: Python - Size: 24.4 KB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 0 - Forks: 0

tmlr-group/BiDO_plus
[TPAMI 2025] "Unknown-Aware Bilateral Dependency Optimization for Defending Against Model Inversion Attacks"
Language: Python - Size: 122 KB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 0 - Forks: 0

tmlr-group/tmlr-group.github.io
Language: JavaScript - Size: 50 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 0 - Forks: 0

tmlr-group/DeepInception
[arXiv:2311.03191] "DeepInception: Hypnotize Large Language Model to Be Jailbreaker"
Language: Python - Size: 771 KB - Last synced at: 4 months ago - Pushed at: over 1 year ago - Stars: 141 - Forks: 14

tmlr-group/NegLabel Fork of XueJiang16/NegLabel
[ICLR 2024 Spotlight] "Negative Label Guided OOD Detection with Pretrained Vision-Language Models"
Language: Python - Size: 1010 KB - Last synced at: 5 months ago - Pushed at: 11 months ago - Stars: 20 - Forks: 1

tmlr-group/AttrVR Fork of caichengyi/AttrVR
[ICLR 2025] "Attribute-based Visual Reprogramming for Vision-Language Models" Official Website: https://github.com/tmlr-group/AttrVR
Language: Python - Size: 4.17 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 2 - Forks: 0

tmlr-group/Unlearning-with-Control
[ICLR 2025] "Towards Effective Evaluations and Comparisons for LLM Unlearning Methods"
Language: Python - Size: 37.1 KB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 0 - Forks: 0

tmlr-group/G-effect Fork of QizhouWang/G-effect
[ICLR 2025] "Rethinking LLM Unlearning Objectives: A Gradient Perspective and Go Beyond"
Language: Python - Size: 70.3 KB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 0 - Forks: 0

tmlr-group/ZS-NTTA Fork of Aboriginer/ZS-NTTA
[ICLR 2025] "Noisy Test-Time Adaptation in Vision-Language Models"
Language: Python - Size: 0 Bytes - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 0 - Forks: 0

tmlr-group/EOE Fork of Aboriginer/EOE
[ICML 2024] "Envisioning Outlier Exposure by Large Language Models for Out-of-Distribution Detection"
Language: Python - Size: 851 KB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 12 - Forks: 0

tmlr-group/BayesianLM Fork of caichengyi/BayesianLM
[NeurIPS 2024 Oral] "Bayesian-Guided Label Mapping for Visual Reprogramming"
Language: Python - Size: 281 KB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 3 - Forks: 0

tmlr-group/SMM Fork of caichengyi/SMM
[ICML 2024 Spotlight] "Sample-specific Masks for Visual Reprogramming-based Prompting"
Language: Python - Size: 536 KB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 8 - Forks: 0

tmlr-group/PPDG-MI
[NeurIPS 2024] "Pseudo-Private Data Guided Model Inversion Attacks"
Language: Jupyter Notebook - Size: 0 Bytes - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 0 - Forks: 0

tmlr-group/CoPA Fork of HongduanTian/CoPA
[NeurIPS 2024] "Mind the Gap between Prototypes and Images in Cross-domain Finetuning"
Language: Jupyter Notebook - Size: 23.4 MB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 6 - Forks: 0

tmlr-group/.github
Size: 3.91 KB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 0 - Forks: 0

tmlr-group/CoVer Fork of ZBox1005/CoVer
[NeurIPS 2024] "What If the Input is Expanded in OOD Detection?"
Language: Python - Size: 3.21 MB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 4 - Forks: 0

tmlr-group/SCT Fork of warriors-30/SCT
[NeurIPS 2024] "Self-Calibrated Tuning of Vision-Language Models for Out-of-Distribution Detection"
Language: Python - Size: 1.36 MB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 2 - Forks: 0

tmlr-group/WCA Fork of JinhaoLee/WCA
[ICML 2024] "Visual-Text Cross Alignment: Refining the Similarity Score in Vision-Language Models"
Language: Python - Size: 3.24 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 35 - Forks: 0

tmlr-group/MOKD Fork of HongduanTian/MOKD
[ICML 2024] "MOKD: Cross-domain Few-shot Classification via Maximizing Optimized Kernel Dependence"
Language: Python - Size: 569 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 3 - Forks: 0

tmlr-group/GMT Fork of LFhase/GMT
[ICML 2024] How Interpretable Are Interpretable Graph Neural Networks?
Language: Python - Size: 94.7 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

tmlr-group/PART Fork of JiachengZ01/PART
[ICML 2024] "Improving Accuracy-robustness Trade-off via Pixel Reweighted Adversarial Training"
Language: Python - Size: 2.03 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0

tmlr-group/GSLM Fork of Wheat2018/GSLM
[TMLR 2024] "Exploit CAM by itself: Complementary Learning System for Weakly Supervised Semantic Segmentation"
Language: Python - Size: 530 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

tmlr-group/FedFed Fork of visitworld123/FedFed
[NeurIPS 2023] "FedFed: Feature Distillation against Data Heterogeneity in Federated Learning"
Size: 287 KB - Last synced at: over 1 year ago - Pushed at: almost 2 years ago - Stars: 10 - Forks: 1

tmlr-group/one-shot-subgraph Fork of AndrewZhou924/one-shot-subgraph
[ICLR 2024] "Less is More: One-shot Subgraph Reasoning on Large-scale Knowledge Graphs"
Language: Python - Size: 32.2 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0

tmlr-group/Twin-sight Fork of visitworld123/Twin-sight
[ICLR 2024] "Robust Training of Federated Models with Extremely Label Deficiency"
Size: 1000 Bytes - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

tmlr-group/LCCN Fork of Sunarker/LCCN
[PAMI 2023] "Latent Class-Conditional Noise Model"
Language: Python - Size: 175 KB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 0 - Forks: 0

tmlr-group/DAL
official repository of DAL, source codes for NeurIPS 2023 paper Learning to Augment Distributions for Out-of-distribution Detection
Language: Python - Size: 1.95 KB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 0 - Forks: 0

tmlr-group/MC-GRA Fork of AndrewZhou924/MC-GRA
[ICML 2023] On Strengthening and Defending Graph Reconstruction Attack with Markov Chain Approximation
Language: Python - Size: 11.6 MB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 28 - Forks: 0

tmlr-group/RGIB Fork of AndrewZhou924/RGIB
[NeurIPS 2023] Combating Bilateral Edge Noise for Robust Link Prediction
Language: Python - Size: 843 KB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 3 - Forks: 0

tmlr-group/SODA Fork of ZigeW/SODA
[NeurIPS 2023] "SODA: Robust Training of Test-Time Data Adaptors"
Language: Python - Size: 21.5 KB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 0 - Forks: 0

tmlr-group/watermarking Fork of QizhouWang/watermarking
[NeurIPS 2022] "Watermarking for Out-of-distribution Detection"
Language: Python - Size: 15.7 MB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 0 - Forks: 0

tmlr-group/Unleashing-Mask Fork of ZFancy/Unleashing-Mask
[ICML 2023] "Unleashing Mask: Explore the Intrinsic Out-of-Distribution Detection Capability"
Language: Python - Size: 33.2 MB - Last synced at: about 2 years ago - Pushed at: about 2 years ago - Stars: 5 - Forks: 0

tmlr-group/ROBOT Fork of pipilurj/ROBOT
[ICLR 2023] "A Holistic View of Label Noise Transition Matrix in Deep Learning and Beyond"
Language: Python - Size: 510 KB - Last synced at: about 2 years ago - Pushed at: about 2 years ago - Stars: 0 - Forks: 0

tmlr-group/KRADA Fork of chenhong-zhou/KRADA
[TMLR 2023] "KRADA: Known-region-aware Domain Alignment for Open-set Domain Adaptation in Semantic Segmentation"
Language: Python - Size: 2.97 MB - Last synced at: about 2 years ago - Pushed at: about 2 years ago - Stars: 0 - Forks: 0

tmlr-group/class_prior Fork of XueJiang16/class_prior
[ICML 2023] "Detecting Out-of-distribution Data through In-distribution Class Prior"
Language: Python - Size: 681 KB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 1 - Forks: 0

tmlr-group/Memorization-Discrepancy Fork of ZFancy/Memorization-Discrepancy
[ICML 2023] "Exploring Model Dynamics for Accumulative Poisoning Discovery"
Language: Python - Size: 26.4 KB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0

tmlr-group/SFAT Fork of ZFancy/SFAT
[ICLR 2023] "Combating Exacerbated Heterogeneity for Robust Models in Federated Learning"
Language: Python - Size: 8.01 MB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 2 - Forks: 0

tmlr-group/DOE Fork of QizhouWang/DOE
[ICLR 2023] "Out-of-distribution Detection with Implicit Outlier Transformation"
Size: 15.8 MB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0

tmlr-group/PAIR Fork of LFhase/PAIR
[ICLR 2023] "PAIR: Towards Mitigating the Optimization Dilemma in OOD Generalization"
Language: Jupyter Notebook - Size: 1.18 MB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0

tmlr-group/CIGA Fork of LFhase/CIGA
[NeurIPS 2022] "Learning Causally Invariant Representations for Out-of-Distribution Generalization on Graphs"
Language: Python - Size: 604 KB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 1 - Forks: 0

tmlr-group/Defend_MI Fork of AlanPeng0897/Defend_MI
[KDD 2022] "Bilateral Dependency Optimization: Defending Against Model-inversion Attacks"
Language: Python - Size: 17.1 MB - Last synced at: over 2 years ago - Pushed at: almost 3 years ago - Stars: 0 - Forks: 0

tmlr-group/ATCL Fork of RoyalSkye/ATCL
[NeurIPS 2022] "Adversarial Training with Complementary Labels: On the Benefit of Gradually Informative Attacks"
Size: 7.53 MB - Last synced at: over 2 years ago - Pushed at: almost 3 years ago - Stars: 0 - Forks: 0

tmlr-group/GIA-HAO Fork of LFhase/GIA-HAO
[ICLR 2022] "Understanding and Improving Graph Injection Attack by Promoting Unnoticeability"
Language: Python - Size: 2.99 MB - Last synced at: over 2 years ago - Pushed at: almost 3 years ago - Stars: 2 - Forks: 0

tmlr-group/SIGUA Fork of bhanML/SIGUA
[ICML 2020] "SIGUA: Forgetting May Make Learning with Noisy Labels More Robust"
Size: 19.5 KB - Last synced at: over 2 years ago - Pushed at: over 4 years ago - Stars: 0 - Forks: 0

tmlr-group/Geometry-aware-Instance-reweighted-Adversarial-Training Fork of zjfheart/Geometry-aware-Instance-reweighted-Adversarial-Training
[ICLR 2021] "Geometry-aware Instance-reweighted Adversarial Training"
Size: 3.68 MB - Last synced at: over 2 years ago - Pushed at: over 4 years ago - Stars: 0 - Forks: 0

tmlr-group/Max-Matching Fork of QizhouWang/Max-Matching
[AAAI 2021] "Learning with Group Noise"
Size: 1.13 MB - Last synced at: over 2 years ago - Pushed at: about 4 years ago - Stars: 0 - Forks: 0

tmlr-group/instance-dependent-label-noise Fork of QizhouWang/instance-dependent-label-noise
[AAAI 2021] "Tackling Instance-Dependent Label Noise via a Universal Probabilistic Model"
Size: 7.81 KB - Last synced at: over 2 years ago - Pushed at: about 4 years ago - Stars: 0 - Forks: 0

tmlr-group/dsnet Fork of d12306/dsnet
[ICML 2021] "Learning Diverse-Structured Networks for Adversarial Robustness"
Size: 1.05 MB - Last synced at: over 2 years ago - Pushed at: about 4 years ago - Stars: 0 - Forks: 0

tmlr-group/CSIDN Fork of antoninbrthn/CSIDN
[ICML 2021] "Confidence Scores Make Instance-dependent Label-noise Learning Possible"
Size: 63.5 KB - Last synced at: over 2 years ago - Pushed at: over 3 years ago - Stars: 0 - Forks: 0

tmlr-group/CausalAdv Fork of YonggangZhangUSTC/CausalAdv
[ICLR 2022] "CausalAdv: Adversarial Robustness through the Lens of Causality"
Size: 16.6 KB - Last synced at: over 2 years ago - Pushed at: over 3 years ago - Stars: 0 - Forks: 0

tmlr-group/CAVL Fork of Ferenas/CAVL
[ICLR 2022] "Exploiting Class Activation Value for Partial-Label Learning"
Size: 43.9 KB - Last synced at: over 2 years ago - Pushed at: over 3 years ago - Stars: 0 - Forks: 0

tmlr-group/MAIL Fork of QizhouWang/MAIL
[NeurIPS 2021] "Probabilistic Margins for Instance Reweighting in Adversarial Training"
Size: 44.9 KB - Last synced at: over 2 years ago - Pushed at: over 3 years ago - Stars: 0 - Forks: 0

tmlr-group/VHL Fork of wizard1203/VHL
[ICML 2022] "Virtual Homogeneity Learning: Defending against Data Heterogeneity in Federated Learning"
Size: 292 KB - Last synced at: over 2 years ago - Pushed at: over 3 years ago - Stars: 1 - Forks: 0

tmlr-group/SAMMD Fork of Sjtubrian/SAMMD
[ICML 2021] "Maximum Mean Discrepancy Test is Aware of Adversarial Attacks"
Size: 312 KB - Last synced at: over 2 years ago - Pushed at: about 3 years ago - Stars: 0 - Forks: 0

tmlr-group/MM-attack Fork of Sjtubrian/MM-attack
[ICML 2022] "Fast and Reliable Evaluation of Adversarial Robustness with Minimum-Margin Attack"
Size: 60.5 KB - Last synced at: over 2 years ago - Pushed at: about 3 years ago - Stars: 0 - Forks: 0

tmlr-group/TOHAN Fork of Haoang97/TOHAN
[NeurIPS 2021] "TOHAN: A One-step Approach towards Few-shot Hypothesis Adaptation"
Size: 28.3 KB - Last synced at: over 2 years ago - Pushed at: about 3 years ago - Stars: 0 - Forks: 0

tmlr-group/EAGAN Fork of marsggbo/EAGAN
[ECCV 2022] "EAGAN: EAGAN: Efficient Two-stage Evolutionary Architecture Search for GANs"
Size: 228 MB - Last synced at: over 2 years ago - Pushed at: about 3 years ago - Stars: 0 - Forks: 0

tmlr-group/BCL
[ICML 2022] "Contrastive Learning with Boosted Memorization"
Language: Python - Size: 1010 KB - Last synced at: over 2 years ago - Pushed at: about 3 years ago - Stars: 0 - Forks: 0

tmlr-group/IAD Fork of ZFancy/IAD
[ICLR 2022] "Reliable Adversarial Distillation with Unreliable Teachers"
Language: Python - Size: 275 KB - Last synced at: over 2 years ago - Pushed at: about 3 years ago - Stars: 0 - Forks: 0

tmlr-group/MEDI Fork of Haoang97/MEDI
[ICLR 2022] "Meta Discovery: Learning to Discover Novel Classes given Very Limited Data"
Size: 21.5 KB - Last synced at: over 2 years ago - Pushed at: about 3 years ago - Stars: 0 - Forks: 0
