New Submissions to TMLR

Economies of Open Intelligence: Tracing Power & Participation in the Model Ecosystem openreview.net/forum?id=lYvDF… #openai #models #ai

A Mechanistic Analysis of Low-Precision Instabilities in Microscaling Formats openreview.net/forum?id=I5bxW… #precision #microscaling #scaled

State Design Matters: How Representations Shape Dynamic Reasoning in Large Language Models openreview.net/forum?id=sKoaz… #spatial #structured #language

AlignSAE: Concept-Aligned Sparse Autoencoders openreview.net/forum?id=I9UjK… #autoencoders #supervised #knowledge

Training Deep Morphological Neural Networks as Universal Approximators openreview.net/forum?id=cDJTz… #neural #morphological #networks

Convergence Analysis of Two-Layer Neural Networks under Gaussian Input Masking openreview.net/forum?id=7bqpR… #mask #networks #gaussian

Beyond Correctness: Rewarding Faithful Reasoning in Retrieval-Augmented Generation openreview.net/forum?id=mZ0gG… #reinforcement #verifiable #retrieval

Modeling Stochastic Conditional Dynamics from Sparse Observations via Kernel-Stabilized Flow Matching openreview.net/forum?id=3A6oA… #flow #stochastic #conditioning

Iterative Compositional Data Generation for Robot Control openreview.net/forum?id=cASor… #learns #generative #robotic

Critical Video-Language Understanding via Query-Guided Frame Selection and Visual-Query Transformation openreview.net/forum?id=0FW5V… #dialogues #visual #comprehend

Firewalls to Secure Dynamic LLM Agentic Networks openreview.net/forum?id=w02FW… #firewalls #firewall #security

Simplifying complex machine learning by linearly separable network embedding spaces openreview.net/forum?id=Hl2xy… #embeddings #embedding #networks

GCN-DevLSTM: Path Development for Skeleton-Based Action Recognition openreview.net/forum?id=3o5se… #lstm #gcns #videos

Symbolic Density Estimators for Unnormalized Distributions openreview.net/forum?id=3VRaD… #generative #distributions #likelihood

TextTeacher: What Can Language Teach About Images? openreview.net/forum?id=Xwb0a… #imagenet #embeddings #representations

Chance-Constrained Inference for Hallucination Risk Control in Large Language Models openreview.net/forum?id=cJDhD… #guarantees #inference #confidence

A Universal Source-Free Class Unlearning Framework via Synthetic Embeddings openreview.net/forum?id=Fb2sZ… #unlearning #classifiers #classifier

Provably Robust Watermarks for Open-Source Language Models openreview.net/forum?id=xRd8l… #watermarking #watermark #robustness

Test-Time Adaptation of Vision-Language Models with Low-Rank Pseudo-Consistency openreview.net/forum?id=GDw4p… #learning #adaptation #encoder

Relative Translation Invariant Wasserstein Distance openreview.net/forum?id=NfhVT… #wasserstein #distances #distance