Ness B. Shroff

3 papers · 2018–2026 · 3 conferences · across top CS/AI conferences

Achievements

🌍 Conference Polyglot (2) 🏃 Academic Marathon (8) 🐣 Hot Topic Early Bird 🐝 Cross-Pollinator (14)

Conferences

AAAI (1) AISTATS (1) JMLR (1)

Top co-authors

Fang Liu (1) Jia Liu (1) Wenbo Ren (1) Ming Shi (1) Atilla Eryilmaz (1) Linfeng Cao (1) Swapna Buccapatnam (1)

Keywords

regret bound (2) multi-armed bandit (2) sample complexity (1) pac learning (1) arm selection (1) network structure (1) multi-objective optimization (1) upper confidence bound (1) stochastic bandit (1) top-k selection (1) online learning (1) side observation (1) preference learning (1)

Papers

Provably Efficient Multi-Objective Bandit Algorithms Under Preference-Centric Customization AAAI 2026

Exploring $k$ out of Top $ρ$ Fraction of Arms in Stochastic Bandits AISTATS 2019

Reward Maximization Under Uncertainty: Leveraging Side-Observations on Networks JMLR 2018