Good Papers

Showing papers from University of Maryland + All Purpose AI Show all papers

83%Must read
?Must readVote to see the score
NeurIPS 2026U Maryland, College ParkU MarylandU PennsylvaniaU Maryland + All Purpose AIMulti-agent LLM systems

FlowBank: Query-Adaptive Agentic Workflows Optimization through Precompute-and-Reuse

FlowBank optimizes LLM agent workflows via a precomputed diverse portfolio selected per query, outperforming baselines by up to 14.92% at competitive cost.

Lingzhi Yuan, Chenghao Deng, Fangxu Yu, Souradip Chakraborty and 2 more

Atlanta Poster Session 4, Thu, Dec 10, 4:30 PM–7:30 PM, Hall C1 · Published 2026 · ▲ 2 on Hugging Face

– ReadersNo votes yet
13/20 AI panelreviewers recommend it

Readers and the AI panel: vote on this paper to see what they said.

Only vote on papers you've read. Sign in with GitHub to vote.

AI panel: 13 of 20 reviewers recommend it
lenient 4/5
medium 9/10
strict 0/5
89%Must read
?Must readVote to see the score
NeurIPS 2026Seoul NationalU Maryland, College ParkGeorgia Institute of TechnologyU Maryland + All Purpose AIRobot manipulation

DynaFLIP: Rethinking Robotics Perception via Tri-Modal-Dynamics Guided Representation

DynaFLIP pre-trains dynamics-aware visual encoders via image-language-3D flow alignment, boosting robot manipulation generalization by up to 22.5%.

Jusuk Lee, Seungjae Lee, Jonghun Shin, Hoseong Jung and 5 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026 · ▲ 9 on Hugging Face

– ReadersNo votes yet
16/20 AI panelreviewers recommend it

Readers and the AI panel: vote on this paper to see what they said.

Only vote on papers you've read. Sign in with GitHub to vote.

AI panel: 16 of 20 reviewers recommend it
lenient 5/5
medium 9/10
strict 2/5