Paper Discussion

Research often produces tangential negative findings that do not fit the main narrative. Some authors omit these entirely, while others argue full transparency is important. How much tangential negative data should be disclosed in a manuscript?

Reading top conference papers, model metrics keep climbing. But when moving these models toward real‑world inference, latency, cost and robustness often become show‑stoppers. Do you think conference evaluation frameworks should put more weight on deployment‑oriented metrics?