Deniz Gündüz

11 papers · 2023–2026 · 8 conferences · across top CS/AI conferences

Achievements

🌉 Interdisciplinary Bridge 🧭 Keyword Pioneer 🗺️ Taxonomy Completionist (20) 🐣 Hot Topic Early Bird 🌍 Conference Polyglot (8) 🐝 Cross-Pollinator (13) 🌈 Renaissance Researcher (5) 🏆 Grand Slam 💎 Century Club (11)

Conferences

AAAI (3) ICLR (2) ACL (1) AISTATS (1) EMNLP (1) ICML (1) NIPS (1) WACV (1)

Top co-authors

Gongpu Chen (3) Szymon Kobus (2) Tsachy Weissman (2) Francesco Pase (2) Haotian Wu (2) Berivan Isik (2) Ali Garjani (1) Anastasiia Kurmukova (1) Nitish Mital (1) Soung Chang Liew (1)

Keywords

federated learning (2) channel simulation (2) model compression (2) side information (2) large language model (2) image compression (1) data compression (1) kl divergence (1) kullback-leibler divergence (1) belief propagation (1) reinforcement learning from human feedback (1) stochastic approximation (1) communication efficiency (1) channel coding (1) asymptotic optimality (1) preference modeling (1) adversarial perturbation (1) restless multi-armed bandit (1) whittle index (1) gradient estimation (1)

Papers

GINO-Q: Learning an Asymptotically Optimal Index Policy for Restless Multi-armed Bandits AAAI 2026

SharedRep-RLHF: A Shared Representation Approach to RLHF with Diverse Preferences AAAI 2026

Actions Speak Louder Than Words: Rate-Reward Trade-off in Markov Decision Processes ICLR 2025

LotteryCodec: Searching the Implicit Representation in a Random Network for Low-Complexity Image Compression ICML 2025

Speculative Sampling via Exponential Races ACL 2025

Training with Fewer Bits: Unlocking Edge LLMs Training with Stochastic Rounding EMNLP 2025

Universal Sample Coding NIPS 2024

Friendly Attacks to Improve Channel Coding Reliability AAAI 2024

Adaptive Compression in Federated Learning via Side Information AISTATS 2024

Neural Distributed Image Compression With Cross-Attention Feature Alignment WACV 2023

Sparse Random Networks for Communication-Efficient Federated Learning ICLR 2023