New #J2C Certification: Encoder-only Next Token Prediction Ethan Ewer, Daewon Chae, Thomas Zeng, Jinkyu Kim, Kangwook Lee https://openreview.net/forum?id=CGHi289y8e #encoder #decoder #token

Efficient Knowledge Injection in LLMs via Self-Distillation Kalle Kujanpää, Pekka Marttinen, Harri Valpola, Alexander Ilin Action editor: Alessandro Sordoni https://openreview.net/forum?id=drYpdSnRJk #distillation #retrieval #instruction

New #J2C Certification: Efficient and Unbiased Sampling from Boltzmann Distributions via Variance-Tuned Diffusion Models Fengzhe Zhang, Laurence Illing Midgley, José Miguel Hernández-Lobato https://openreview.net/forum?id=Jq2dcMCS5R #boltzmann #diffusion #sampling

ASkDAgger: Active Skill-level Data Aggregation for Interactive Imitation Learning Jelle Luijkx, Zlatan Ajanović, Laura Ferranti, Jens Kober Action editor: Tim Genewein https://openreview.net/forum?id=987Az9f8fT #novice #interactive #askdagger

New #J2C Certification: Expert Routing with Synthetic Data for Domain Incremental Learning Yewon Byun, Sanket Vaibhav Mehta, Saurabh Garg et al. https://openreview.net/forum?id=QdQVfdXnsG #lifelong #classifier #ensemble

L2G: Repurposing Language Models for Genomics Tasks Wenduo Cheng, Junhong Shen, Mikhail Khodak, Jian Ma, Ameet Talwalkar Action editor: Ole Winther https://openreview.net/forum?id=5NM4guc90N #genomics #genomic #transcription

New #Reproducibility Certification: Kernel Space Conditional Distribution Alignment for Improving Group Fairness in Deepfake Detection Sayantan Das, Mojtaba Kolahdouzi, Ali Etemad https://openreview.net/forum?id=68Lv6v4N9J #deepfake #fairness #faceforensics

Discovering group dynamics in coordinated time series via hierarchical recurrent switching-state ... Michael Wojnowicz, Kaitlin Gili, Preetish Rath et al. Action editor: Yingzhen Li https://openreview.net/forum?id=LHchZthcOf #recurrent #hierarchical #markov

Robust and Efficient Fine-tuning of LLMs with Bayesian Reparameterization of Low-Rank Adaptation Vaibhav Seth, Ayan Sengupta, Arinjay Pathak et al. Action editor: Guillaume Rabusseau https://openreview.net/forum?id=2HFmicB8kh #tuning #tuned #rank

New #Expert Certification: Tracking the Median of Gradients with a Stochastic Proximal Point Method Fabian Schaipp, Guillaume Garrigos, Umut Simsekli, Robert M. Gower https://openreview.net/forum?id=WMxLEgYGxu #gradient #gradients #sgd

New #Survey Certification, #Expert Certification: Getting aligned on representational alignment Ilia Sucholutsky, Lukas Muttenthaler, Adrian Weller et al. https://openreview.net/forum?id=Hiq7lUh4Yn #representations #similarity #representational

Potential Score Matching: Debiasing Molecular Structure Sampling with Potential Energy Guidance Liya Guo, Zun Wang, Chang Liu, Junzhe Li, Pipi Hu, Yi Zhu, Tao Qin Action editor: Emmanuel Bengio https://openreview.net/forum?id=tTdzbnvTno #molecular #boltzmann #molecules

New #J2C Certification: A Case for Library-Level $k$-Means Binning in Histogram Gradient-Boosted Trees Asher Labovich https://openreview.net/forum?id=UaTrLLspJa #binning #quantile #bins

Understanding In-Context Learning of Linear Models in Transformers Through an Adversarial Lens Usman Anwar, Johannes von Oswald, Louis Kirsch, David Krueger, Spencer Frei Action editor: Alberto Bietti https://openreview.net/forum?id=CtMXJxO7SJ #adversarial #transformers #transformer

New #J2C Certification: Generalized Smooth Stochastic Variational Inequalities: Almost Sure Convergence and Convergence ... Daniil Vankov, Angelia Nedich, Lalitha Sankar https://openreview.net/forum?id=EjqSpbUBWU #extragradient #variational #stochastic

Set-Based Training for Neural Network Verification Lukas Koller, Tobias Ladner, Matthias Althoff Action editor: Kuldeep S. Meel https://openreview.net/forum?id=n0lzHrAWIA #adversarial #robustness #robust

New #J2C Certification: AB-UPT: Scaling Neural CFD Surrogates for High- Fidelity Automotive Aerodynamics Simulations via ... Benedikt Alkin, Maurits Bleeker, Richard Kurle et al. https://openreview.net/forum?id=nwQ8nitlTZ #aerodynamics #meshing #cfd

Don’t Judge Before You CLIP: A Unified Approach for Perceptual Tasks Amit Zalcher, navve wasserman, Roman Beliy, Oliver Heinimann, michal Irani Action editor: C.V. Jawahar https://openreview.net/forum?id=uvQTYi6kbu #clip #captions #recognition

New #J2C Certification: Temporal Test-Time Adaptation with State-Space Models Mona Schirmer, Dan Zhang, Eric Nalisnick https://openreview.net/forum?id=HFETOmUtrV #adapting #adaptation #classification

Node Duplication Improves Cold-start Link Prediction Zhichun Guo, Tong Zhao, Yozen Liu et al. Action editor: Olgica Milenkovic https://openreview.net/forum?id=hIOTzz87N9 #nodedup #nodes #node

New #J2C Certification: Multi-model Online Conformal Prediction with Graph-Structured Feedback Erfan Hajihashemi, Yanning Shen https://openreview.net/forum?id=9u8ugbismg #prediction #models #model

Probabilities of Chat LLMs Are Miscalibrated but Still Predict Correctness on Multiple-Choice Q&A Benjamin Plaut, Khanh Xuan Nguyen, Tu Trinh Action editor: Kamalika Chaudhuri https://openreview.net/forum?id=E6LOh5vz5x #softmax #accuracy #language

New #J2C Certification: MoFO: Momentum-Filtered Optimizer for Mitigating Forgetting in LLM Fine-Tuning Yupeng Chen, Senmiao Wang, Yushun Zhang et al. https://openreview.net/forum?id=T1qXIDn9my #forgetting #optimizer #forget

Formulating Node Labelling as Node Classification or Link Prediction in Different Graph Represent... Tobias Möller, Borun Shi Action editor: Moshe Eliasof https://openreview.net/forum?id=lK7tjysj0s #nodes #graphs #node

New #J2C Certification: RouteFinder: Towards Foundation Models for Vehicle Routing Problems Federico Berto, Chuanbo Hua, Nayeli Gast Zepeda et al. https://openreview.net/forum?id=QzGLoaOPiY #routefinder #routing #vrps

Sortability of Time Series Data Christopher Lohse, Jonas Wahl Action editor: Adam Arany https://openreview.net/forum?id=OGvmCpcHdV #sortability #causality #causal

New #J2C Certification: Auto-Regressive vs Flow-Matching: a Comparative Study of Modeling Paradigms for Text-to-Music Gen... Or Tal, Felix Kreuk, Yossi Adi https://openreview.net/forum?id=xXc5DeaBYw #music #compositions #musical

Associative memory inspires improvements for in-context learning using a novel attention residual... Thomas F Burns, Tomoki Fukai, Christopher Earls Action editor: Surbhi Goel https://openreview.net/forum?id=lcTFm4LIRR #attention #memory #context

New #J2C Certification: Discrete Audio Tokens: More Than a Survey! Pooneh Mousavi, Gallil Maimon, Adel Moumen et al. https://openreview.net/forum?id=eqNchtvc6v #tokenizers #tokenizer #tokenization

Shared Imagination: LLMs Hallucinate Alike Yilun Zhou, Caiming Xiong, Silvio Savarese, Chien-Sheng Wu Action editor: Gunhee Kim https://openreview.net/forum?id=NUXpBMtDYs #imagination #hallucination #creativity

New #J2C Certification: Adversarial Robustness of Graph Transformers Philipp Foth, Lukas Gosch, Simon Geisler, Leo Schwinn, Stephan Günnemann https://openreview.net/forum?id=4xK0vjxTWL #adversarial #attacks #vulnerability

Approximation, Estimation and Optimization Errors for a Deep Neural Network Gerrit Welper, Benjamin Keene Action editor: Martha White https://openreview.net/forum?id=dzND5haNvA #gradient #deep #supervised

New #J2C Certification: Fast and Cost-effective Speculative Edge-Cloud Decoding with Early Exits Yeshwanth Venkatesha, Souvik Kundu, Priyadarshini Panda https://openreview.net/forum?id=PTIUjARnbc #cloud #edge #smartphones

SuFP: Piecewise Bit Allocation Floating-Point for Robust Neural Network Quantization Geonwoo Ko, Sungyeob Yoo, Seri Ham, Seeyeon Kim, Minkyu Kim, Joo-Young Kim Action editor: Min Wu https://openreview.net/forum?id=7M1adi1nfX #quantization #precision #memory

New #J2C Certification: Chimera: State Space Models Beyond Sequences Aakash Lahoti, Tanya Marwah, Ratish Puduppully, Albert Gu https://openreview.net/forum?id=yv0TUssepk #embeddings #imagenet #attention

Disentangled and Self-Explainable Node Representation Learning Simone Piaggesi, André Panisson, Megha Khosla Action editor: Min Wu https://openreview.net/forum?id=s51TQ8Eg1e #embeddings #embedding #interpretability

New #J2C Certification: Illusion or Algorithm? Investigating Memorization, Emergence, and Symbolic Processing in In-Conte... Jingcheng Niu, Subhabrata Dutta, Ahmed Elshabrawy, Harish Tayyar Madabushi, Iryna Gurevych https://openreview.net/forum?id=10QqO1tM1H #memorization #memorizing

LLaVA-Video: Video Instruction Tuning With Synthetic Data Yuanhan Zhang, Jinming Wu, Wei Li, Bo Li, Zejun MA, Ziwei Liu, Chunyuan Li Action editor: Boqing Gong https://openreview.net/forum?id=EElFGvt39K #multimodal #captioning #benchmarks

New #J2C Certification: Reasoning Under 1 Billion: Memory-Augmented Reinforcement Learning for Large Language Models Hung Le, Van Dai Do, Dung Nguyen, Svetha Venkatesh https://openreview.net/forum?id=tmdwuU2uKs #reinforcement #memory #rewards

Keep your distance: learning dispersed embeddings on $\mathbb{S}_{m}$ Evgeniia Tokarchuk, Hua Chang Bakker, Vlad Niculae Action editor: Rémi Flamary https://openreview.net/forum?id=5JIQE6HcTd #embeddings #hypersphere #distances

New #J2C Certification: Model Tensor Planning An Thai Le, Khai Nguyen, Minh Nhat VU, Joao Carvalho, Jan Peters https://openreview.net/forum?id=fk1ZZdXCE3 #planning #tensor #sampling

Scaling and Distilling Transformer Models for sEMG Nick Mehlman, Jean-Christophe Gagnon-Audet, Michael Shvartsman et al. Action editor: David Rügamer https://openreview.net/forum?id=hFPWThwUiZ #electromyography #models #training

New #J2C Certification: ReFeR: Improving Evaluation and Reasoning through Hierarchy of Models Yaswanth Narsupalli, Abhranil Chandra, Sreevatsa Muppirala, Manish Gupta, Pawan Goyal https://openreview.net/forum?id=otSHFe8wTf #generative #evaluators #evaluation

A Max-Min Approach to the Worst-Case Class Separation Problem Mohammad Mahdi Omati, Prabhu babu, Petre Stoica, Arash Amini Action editor: Ehsan Amid https://openreview.net/forum?id=EEmwBd4tfZ #discriminative #maximization #maximizing

New #J2C Certification: FraGNNet: A Deep Probabilistic Model for Tandem Mass Spectrum Prediction Adamo Young, Fei Wang, David Wishart, BO WANG, Russell Greiner, Hannes Rost https://openreview.net/forum?id=UsqeHx9Mbx #spectrometry #molecule #spectra

Solving Quadratic Programs via Deep Unrolled Douglas-Rachford Splitting Jinxin Xiong, Xi Gao, Linxin Yang, Jiang Xue, Xiaodong Luo, Akang Wang Action editor: Kejun Huang https://openreview.net/forum?id=xOfOgPnbtF #optimize #splitting #benchmarks

New #J2C Certification: HDCS: Hierarchy Discovery and Critic Shaping for Reinforcement Learning with Automaton Specification Duo XU, Faramarz Fekri https://openreview.net/forum?id=BGoRme2MfG #reinforcement #reward #automaton

Generalizable Spectral Embedding with an Application to UMAP Nir Ben-Ari, Amitai Yacobi, Uri Shaham Action editor: Søren Hauberg https://openreview.net/forum?id=8cuQwztCKk #spectralnet #spectral #embedding

New #J2C Certification: G2D2: Gradient-Guided Discrete Diffusion for Inverse Problem Solving Naoki Murata, Chieh-Hsin Lai, Yuhta Takida et al. https://openreview.net/forum?id=fj23qnVifX #diffusion #generative #variational

Importance Weighting for Aligning Language Models under Deployment Distribution Shift Thanawat Lodkaew, Tongtong Fang, Takashi Ishida, Masashi Sugiyama Action editor: Huazheng Wang https://openreview.net/forum?id=C7QWN4AXvp #shifts #shift #alignment